Rockfish Historical Harvest Estimates

This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.

Issue	Howard	Bayes
Time series	1999 - present	1977 - present
Bias in SWHS	Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests.	Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases	Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data.	Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations	Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas.	Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation	Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with.	By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Results

• Model: LB_fit_3pH

• Model Run: *Gen4int_indcomp_swhs_gR_FULL_pHu_thru2024_2e+05__2025-10-20* (Naming convention: modelname_thruYEAR_iters_rundate)

• Proportion of parmaters converged (Rhat <= 1.1): 0.966

• See end of document for summary of unconverged parameters.

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

And black rockfish releases…

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

Figure 13.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 14.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Model fit

Logbook residuals

Figure 18.- Residuals from logbook harvests.

SWHS residuals

Figure 19.- Residuals from SWHS harvests.

Figure 20.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

Figure 21.- Mean percent of harvest by charter anglers.

When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

Figure 22.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.

## NULL

Figure 23.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

## NULL

Figure 24.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

## NULL

Figure 25.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 26.- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 27.- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

Figure 28.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

Figure 29.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

Figure 30.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

Figure 31.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

Figure 32.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

Figure 33.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(slope|non-pelagic & non-yellowye) For release estimates

## NULL

Weight Fits

Figure 35.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 36.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.2516411

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.18 while 0.82 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable	area_n	year	user	mean	median	lower	upper	Rhat	sd	skew	area
p_yellow	11	1	2	0.744	0.766	0.454	0.936	1.010	0.129	-0.170	CSEO
p_yellow	11	13	2	0.745	0.764	0.446	0.936	1.011	0.127	-0.150	CSEO
p_yellow	11	8	2	0.748	0.765	0.454	0.935	1.011	0.125	-0.136	CSEO
p_yellow	12	1	1	0.309	0.276	0.097	0.775	1.032	0.164	0.202	EWYKT
p_yellow	12	1	2	0.142	0.108	0.029	0.500	1.083	0.129	0.263	EWYKT
p_yellow	12	10	1	0.308	0.276	0.091	0.763	1.029	0.163	0.197	EWYKT
p_yellow	12	10	2	0.144	0.109	0.028	0.502	1.084	0.129	0.271	EWYKT
p_yellow	12	11	1	0.309	0.276	0.093	0.751	1.038	0.163	0.203	EWYKT
p_yellow	12	11	2	0.143	0.111	0.029	0.467	1.085	0.129	0.249	EWYKT
p_yellow	12	12	1	0.311	0.283	0.101	0.760	1.040	0.162	0.172	EWYKT
p_yellow	12	12	2	0.144	0.109	0.030	0.539	1.090	0.132	0.266	EWYKT
p_yellow	12	13	1	0.307	0.276	0.093	0.753	1.037	0.162	0.191	EWYKT
p_yellow	12	13	2	0.143	0.109	0.028	0.512	1.080	0.129	0.264	EWYKT
p_yellow	12	14	1	0.309	0.277	0.093	0.770	1.033	0.163	0.197	EWYKT
p_yellow	12	14	2	0.145	0.110	0.030	0.518	1.085	0.130	0.270	EWYKT
p_yellow	12	15	1	0.311	0.282	0.096	0.765	1.033	0.163	0.178	EWYKT
p_yellow	12	15	2	0.144	0.110	0.030	0.483	1.082	0.129	0.264	EWYKT
p_yellow	12	16	1	0.305	0.275	0.092	0.751	1.037	0.163	0.184	EWYKT
p_yellow	12	16	2	0.143	0.110	0.030	0.515	1.094	0.130	0.254	EWYKT
p_yellow	12	17	1	0.304	0.273	0.092	0.758	1.034	0.161	0.193	EWYKT
p_yellow	12	17	2	0.145	0.111	0.030	0.516	1.080	0.130	0.262	EWYKT
p_yellow	12	18	1	0.308	0.277	0.090	0.747	1.027	0.164	0.189	EWYKT
p_yellow	12	18	2	0.146	0.112	0.028	0.518	1.080	0.131	0.260	EWYKT
p_yellow	12	19	1	0.306	0.276	0.094	0.764	1.038	0.162	0.185	EWYKT
p_yellow	12	19	2	0.145	0.113	0.029	0.508	1.084	0.129	0.248	EWYKT
p_yellow	12	2	1	0.311	0.276	0.093	0.751	1.038	0.167	0.210	EWYKT
p_yellow	12	2	2	0.147	0.111	0.031	0.543	1.076	0.131	0.275	EWYKT
p_yellow	12	20	1	0.308	0.276	0.092	0.752	1.030	0.165	0.194	EWYKT
p_yellow	12	20	2	0.145	0.110	0.031	0.533	1.091	0.129	0.270	EWYKT
p_yellow	12	21	1	0.308	0.279	0.092	0.770	1.038	0.162	0.179	EWYKT
p_yellow	12	21	2	0.142	0.107	0.031	0.509	1.080	0.130	0.270	EWYKT
p_yellow	12	22	1	0.305	0.275	0.090	0.757	1.032	0.161	0.187	EWYKT
p_yellow	12	22	2	0.141	0.108	0.031	0.501	1.088	0.127	0.260	EWYKT
p_yellow	12	23	1	0.300	0.269	0.087	0.745	1.039	0.161	0.192	EWYKT
p_yellow	12	23	2	0.142	0.108	0.029	0.501	1.080	0.127	0.267	EWYKT
p_yellow	12	24	1	0.302	0.273	0.092	0.743	1.031	0.160	0.181	EWYKT
p_yellow	12	24	2	0.144	0.110	0.029	0.498	1.090	0.129	0.263	EWYKT
p_yellow	12	25	1	0.317	0.286	0.093	0.760	1.035	0.164	0.190	EWYKT
p_yellow	12	25	2	0.141	0.110	0.031	0.476	1.079	0.127	0.245	EWYKT
p_yellow	12	26	1	0.311	0.279	0.092	0.743	1.037	0.162	0.198	EWYKT
p_yellow	12	26	2	0.141	0.107	0.028	0.527	1.100	0.129	0.263	EWYKT
p_yellow	12	27	1	0.351	0.330	0.113	0.774	1.030	0.162	0.130	EWYKT
p_yellow	12	27	2	0.141	0.109	0.030	0.472	1.096	0.123	0.259	EWYKT
p_yellow	12	28	1	0.311	0.282	0.098	0.687	1.021	0.157	0.185	EWYKT
p_yellow	12	28	2	0.141	0.109	0.029	0.457	1.065	0.120	0.267	EWYKT
p_yellow	12	29	2	0.128	0.105	0.030	0.358	1.017	0.096	0.239	EWYKT
p_yellow	12	3	1	0.309	0.277	0.094	0.765	1.036	0.164	0.195	EWYKT
p_yellow	12	3	2	0.142	0.107	0.030	0.521	1.082	0.129	0.271	EWYKT
p_yellow	12	4	1	0.307	0.276	0.091	0.783	1.046	0.167	0.185	EWYKT
p_yellow	12	4	2	0.144	0.108	0.029	0.502	1.104	0.131	0.276	EWYKT
p_yellow	12	5	1	0.308	0.277	0.088	0.755	1.040	0.163	0.190	EWYKT
p_yellow	12	5	2	0.142	0.110	0.029	0.536	1.078	0.130	0.246	EWYKT
p_yellow	12	6	1	0.308	0.278	0.096	0.743	1.039	0.162	0.185	EWYKT
p_yellow	12	6	2	0.144	0.107	0.030	0.506	1.078	0.131	0.283	EWYKT
p_yellow	12	7	1	0.307	0.277	0.091	0.734	1.032	0.160	0.187	EWYKT
p_yellow	12	7	2	0.144	0.109	0.030	0.508	1.083	0.130	0.270	EWYKT
p_yellow	12	8	1	0.307	0.277	0.091	0.754	1.032	0.164	0.183	EWYKT
p_yellow	12	8	2	0.143	0.111	0.030	0.511	1.083	0.127	0.253	EWYKT
p_yellow	12	9	1	0.310	0.278	0.094	0.761	1.032	0.163	0.196	EWYKT
p_yellow	12	9	2	0.142	0.109	0.029	0.500	1.085	0.128	0.257	EWYKT
p_pelagic	13	1	1	0.529	0.535	0.251	0.782	1.145	0.137	-0.044	NSEI
p_pelagic	13	1	2	0.309	0.302	0.098	0.558	1.099	0.121	0.058	NSEI
p_pelagic	13	10	1	0.531	0.537	0.257	0.776	1.146	0.135	-0.045	NSEI
p_pelagic	13	10	2	0.310	0.298	0.107	0.566	1.093	0.121	0.099	NSEI
p_pelagic	13	11	1	0.535	0.545	0.258	0.779	1.136	0.136	-0.074	NSEI
p_pelagic	13	11	2	0.312	0.303	0.107	0.572	1.085	0.121	0.074	NSEI
p_pelagic	13	12	1	0.531	0.536	0.250	0.777	1.126	0.136	-0.037	NSEI
p_pelagic	13	12	2	0.314	0.304	0.110	0.577	1.080	0.122	0.082	NSEI
p_pelagic	13	13	1	0.533	0.540	0.254	0.776	1.105	0.136	-0.051	NSEI
p_pelagic	13	13	2	0.316	0.304	0.107	0.569	1.109	0.120	0.100	NSEI
p_pelagic	13	14	1	0.535	0.540	0.262	0.777	1.130	0.132	-0.038	NSEI
p_pelagic	13	14	2	0.316	0.305	0.117	0.569	1.085	0.119	0.092	NSEI
p_pelagic	13	15	1	0.533	0.539	0.259	0.773	1.113	0.134	-0.045	NSEI
p_pelagic	13	15	2	0.313	0.303	0.113	0.560	1.065	0.118	0.084	NSEI
p_pelagic	13	16	1	0.535	0.539	0.277	0.781	1.100	0.134	-0.030	NSEI
p_pelagic	13	16	2	0.316	0.307	0.115	0.554	1.078	0.116	0.078	NSEI
p_pelagic	13	17	1	0.537	0.545	0.277	0.771	1.072	0.130	-0.061	NSEI
p_pelagic	13	17	2	0.317	0.311	0.117	0.567	1.087	0.119	0.050	NSEI
p_pelagic	13	18	1	0.535	0.538	0.278	0.771	1.070	0.130	-0.023	NSEI
p_pelagic	13	18	2	0.317	0.306	0.116	0.567	1.070	0.119	0.093	NSEI
p_pelagic	13	19	1	0.539	0.545	0.279	0.779	1.088	0.130	-0.046	NSEI
p_pelagic	13	19	2	0.318	0.309	0.119	0.583	1.059	0.120	0.075	NSEI
p_pelagic	13	2	1	0.531	0.537	0.240	0.775	1.147	0.138	-0.043	NSEI
p_pelagic	13	2	2	0.311	0.306	0.105	0.564	1.117	0.120	0.042	NSEI
p_pelagic	13	20	1	0.540	0.540	0.279	0.771	1.073	0.128	0.000	NSEI
p_pelagic	13	20	2	0.320	0.310	0.119	0.570	1.071	0.119	0.084	NSEI
p_pelagic	13	21	1	0.543	0.549	0.291	0.778	1.052	0.128	-0.047	NSEI
p_pelagic	13	21	2	0.322	0.312	0.122	0.581	1.060	0.118	0.085	NSEI
p_pelagic	13	22	2	0.321	0.315	0.128	0.552	1.040	0.111	0.054	NSEI
p_pelagic	13	23	2	0.320	0.310	0.127	0.565	1.032	0.116	0.086	NSEI
p_pelagic	13	25	2	0.284	0.274	0.124	0.497	1.022	0.098	0.102	NSEI
p_pelagic	13	26	2	0.572	0.575	0.380	0.748	1.010	0.094	-0.032	NSEI
p_pelagic	13	3	1	0.532	0.543	0.238	0.778	1.161	0.140	-0.079	NSEI
p_pelagic	13	3	2	0.304	0.296	0.100	0.559	1.109	0.120	0.067	NSEI
p_pelagic	13	4	1	0.526	0.534	0.249	0.768	1.131	0.134	-0.060	NSEI
p_pelagic	13	4	2	0.312	0.305	0.102	0.567	1.109	0.121	0.058	NSEI
p_pelagic	13	5	1	0.531	0.536	0.251	0.774	1.140	0.135	-0.037	NSEI
p_pelagic	13	5	2	0.309	0.301	0.100	0.570	1.085	0.122	0.066	NSEI
p_pelagic	13	6	1	0.530	0.537	0.257	0.771	1.149	0.136	-0.052	NSEI
p_pelagic	13	6	2	0.311	0.303	0.099	0.566	1.142	0.122	0.066	NSEI
p_pelagic	13	7	1	0.529	0.538	0.253	0.768	1.130	0.136	-0.066	NSEI
p_pelagic	13	7	2	0.313	0.302	0.104	0.569	1.100	0.120	0.092	NSEI
p_pelagic	13	8	1	0.532	0.541	0.264	0.776	1.127	0.134	-0.067	NSEI
p_pelagic	13	8	2	0.311	0.302	0.102	0.577	1.095	0.122	0.074	NSEI
p_pelagic	13	9	1	0.530	0.535	0.257	0.777	1.123	0.135	-0.037	NSEI
p_pelagic	13	9	2	0.309	0.301	0.102	0.567	1.101	0.122	0.066	NSEI
p_pelagic	14	1	1	0.390	0.384	0.179	0.633	1.027	0.120	0.050	NSEO
p_pelagic	14	1	2	0.367	0.359	0.155	0.627	1.014	0.125	0.064	NSEO
p_pelagic	14	10	1	0.386	0.377	0.171	0.639	1.015	0.123	0.073	NSEO
p_pelagic	14	10	2	0.369	0.361	0.155	0.626	1.023	0.125	0.064	NSEO
p_pelagic	14	11	2	0.363	0.355	0.156	0.610	1.024	0.121	0.066	NSEO
p_pelagic	14	12	1	0.389	0.385	0.168	0.645	1.012	0.123	0.033	NSEO
p_pelagic	14	12	2	0.367	0.362	0.156	0.626	1.018	0.122	0.041	NSEO
p_pelagic	14	13	1	0.388	0.379	0.180	0.637	1.020	0.119	0.076	NSEO
p_pelagic	14	13	2	0.365	0.357	0.154	0.618	1.022	0.124	0.064	NSEO
p_pelagic	14	14	2	0.365	0.357	0.151	0.627	1.017	0.123	0.065	NSEO
p_pelagic	14	15	1	0.392	0.384	0.181	0.640	1.013	0.120	0.067	NSEO
p_pelagic	14	15	2	0.367	0.363	0.158	0.615	1.011	0.121	0.033	NSEO
p_pelagic	14	16	1	0.389	0.384	0.181	0.636	1.019	0.119	0.042	NSEO
p_pelagic	14	16	2	0.368	0.359	0.157	0.633	1.014	0.125	0.072	NSEO
p_pelagic	14	17	1	0.389	0.382	0.175	0.640	1.018	0.121	0.058	NSEO
p_pelagic	14	17	2	0.366	0.360	0.152	0.618	1.013	0.122	0.049	NSEO
p_pelagic	14	18	1	0.392	0.388	0.176	0.641	1.017	0.123	0.033	NSEO
p_pelagic	14	18	2	0.370	0.361	0.156	0.627	1.019	0.123	0.073	NSEO
p_pelagic	14	19	1	0.389	0.382	0.174	0.650	1.015	0.121	0.058	NSEO
p_pelagic	14	19	2	0.368	0.357	0.162	0.625	1.029	0.122	0.090	NSEO
p_pelagic	14	2	2	0.365	0.358	0.151	0.626	1.019	0.124	0.057	NSEO
p_pelagic	14	20	1	0.393	0.386	0.176	0.642	1.011	0.122	0.058	NSEO
p_pelagic	14	20	2	0.368	0.360	0.157	0.617	1.019	0.120	0.067	NSEO
p_pelagic	14	21	1	0.394	0.389	0.186	0.643	1.017	0.120	0.042	NSEO
p_pelagic	14	21	2	0.371	0.362	0.162	0.631	1.026	0.123	0.073	NSEO
p_pelagic	14	22	2	0.372	0.362	0.156	0.626	1.017	0.123	0.081	NSEO
p_pelagic	14	23	2	0.375	0.367	0.161	0.621	1.010	0.123	0.065	NSEO
p_pelagic	14	24	2	0.379	0.370	0.167	0.647	1.013	0.124	0.072	NSEO
p_pelagic	14	25	2	0.379	0.370	0.170	0.640	1.012	0.124	0.072	NSEO
p_pelagic	14	27	2	0.385	0.377	0.172	0.652	1.014	0.122	0.065	NSEO
p_pelagic	14	3	1	0.389	0.383	0.171	0.646	1.019	0.123	0.049	NSEO
p_pelagic	14	3	2	0.367	0.356	0.156	0.634	1.019	0.123	0.089	NSEO
p_pelagic	14	4	1	0.388	0.382	0.176	0.645	1.012	0.124	0.049	NSEO
p_pelagic	14	4	2	0.365	0.353	0.155	0.629	1.011	0.125	0.096	NSEO
p_pelagic	14	5	1	0.387	0.380	0.169	0.637	1.013	0.120	0.058	NSEO
p_pelagic	14	5	2	0.370	0.362	0.156	0.633	1.012	0.124	0.065	NSEO
p_pelagic	14	6	1	0.390	0.384	0.174	0.636	1.012	0.122	0.049	NSEO
p_pelagic	14	6	2	0.364	0.354	0.153	0.617	1.023	0.122	0.082	NSEO
p_pelagic	14	7	1	0.391	0.383	0.172	0.641	1.015	0.123	0.065	NSEO
p_pelagic	14	7	2	0.366	0.356	0.153	0.622	1.012	0.122	0.082	NSEO
p_pelagic	14	8	1	0.389	0.382	0.175	0.633	1.015	0.118	0.059	NSEO
p_pelagic	14	8	2	0.367	0.357	0.155	0.627	1.017	0.125	0.080	NSEO
p_pelagic	14	9	1	0.388	0.379	0.167	0.644	1.022	0.122	0.074	NSEO
p_pelagic	14	9	2	0.363	0.354	0.153	0.628	1.019	0.123	0.073	NSEO
p_pelagic	16	1	1	0.387	0.378	0.144	0.673	1.186	0.139	0.065	SSEO
p_pelagic	16	1	2	0.327	0.318	0.106	0.612	1.186	0.133	0.068	SSEO
p_pelagic	16	10	1	0.394	0.386	0.159	0.674	1.150	0.135	0.059	SSEO
p_pelagic	16	10	2	0.338	0.329	0.120	0.608	1.146	0.129	0.070	SSEO
p_pelagic	16	11	1	0.388	0.378	0.150	0.669	1.135	0.136	0.074	SSEO
p_pelagic	16	11	2	0.336	0.324	0.125	0.600	1.151	0.125	0.096	SSEO
p_pelagic	16	12	1	0.394	0.388	0.156	0.671	1.131	0.135	0.044	SSEO
p_pelagic	16	12	2	0.337	0.328	0.125	0.601	1.117	0.127	0.071	SSEO
p_pelagic	16	13	1	0.403	0.398	0.160	0.680	1.142	0.137	0.036	SSEO
p_pelagic	16	13	2	0.339	0.327	0.124	0.612	1.142	0.127	0.094	SSEO
p_pelagic	16	14	1	0.400	0.395	0.169	0.664	1.118	0.133	0.037	SSEO
p_pelagic	16	14	2	0.342	0.331	0.127	0.621	1.105	0.127	0.087	SSEO
p_pelagic	16	15	1	0.402	0.396	0.170	0.668	1.105	0.131	0.046	SSEO
p_pelagic	16	15	2	0.343	0.333	0.134	0.614	1.122	0.125	0.080	SSEO
p_pelagic	16	16	1	0.407	0.406	0.172	0.673	1.082	0.131	0.008	SSEO
p_pelagic	16	16	2	0.348	0.334	0.139	0.614	1.106	0.123	0.114	SSEO
p_pelagic	16	17	1	0.409	0.404	0.174	0.669	1.068	0.128	0.039	SSEO
p_pelagic	16	17	2	0.356	0.345	0.136	0.616	1.089	0.125	0.088	SSEO
p_pelagic	16	18	1	0.414	0.407	0.184	0.668	1.073	0.129	0.054	SSEO
p_pelagic	16	18	2	0.353	0.342	0.143	0.617	1.076	0.124	0.089	SSEO
p_pelagic	16	19	1	0.417	0.413	0.187	0.676	1.052	0.127	0.031	SSEO
p_pelagic	16	19	2	0.360	0.347	0.148	0.627	1.065	0.125	0.104	SSEO
p_pelagic	16	2	1	0.386	0.379	0.143	0.676	1.180	0.140	0.050	SSEO
p_pelagic	16	2	2	0.330	0.322	0.107	0.610	1.173	0.132	0.061	SSEO
p_pelagic	16	20	1	0.422	0.415	0.200	0.678	1.032	0.126	0.056	SSEO
p_pelagic	16	20	2	0.365	0.356	0.158	0.624	1.052	0.121	0.074	SSEO
p_pelagic	16	21	1	0.435	0.431	0.202	0.682	1.017	0.126	0.032	SSEO
p_pelagic	16	21	2	0.368	0.362	0.163	0.627	1.033	0.121	0.050	SSEO
p_pelagic	16	22	2	0.379	0.373	0.166	0.632	1.028	0.120	0.050	SSEO
p_slope	16	26	1	0.140	0.120	0.030	0.362	1.013	0.087	0.229	SSEO
p_pelagic	16	3	1	0.387	0.382	0.149	0.665	1.180	0.137	0.037	SSEO
p_pelagic	16	3	2	0.331	0.323	0.116	0.597	1.181	0.130	0.061	SSEO
p_pelagic	16	4	1	0.389	0.381	0.148	0.672	1.172	0.140	0.057	SSEO
p_pelagic	16	4	2	0.331	0.320	0.117	0.602	1.179	0.130	0.085	SSEO
p_pelagic	16	5	1	0.388	0.382	0.148	0.669	1.158	0.136	0.044	SSEO
p_pelagic	16	5	2	0.329	0.317	0.111	0.609	1.169	0.130	0.092	SSEO
p_pelagic	16	6	1	0.390	0.385	0.149	0.661	1.139	0.134	0.037	SSEO
p_pelagic	16	6	2	0.331	0.318	0.110	0.612	1.172	0.133	0.098	SSEO
p_pelagic	16	7	1	0.389	0.381	0.147	0.669	1.143	0.138	0.058	SSEO
p_pelagic	16	7	2	0.332	0.319	0.114	0.613	1.178	0.131	0.100	SSEO
p_pelagic	16	8	1	0.392	0.387	0.146	0.675	1.149	0.139	0.036	SSEO
p_pelagic	16	8	2	0.332	0.320	0.119	0.613	1.176	0.131	0.092	SSEO
p_pelagic	16	9	1	0.389	0.378	0.153	0.670	1.176	0.138	0.080	SSEO
p_pelagic	16	9	2	0.333	0.319	0.115	0.609	1.141	0.129	0.108	SSEO
p_pelagic	3	1	1	0.538	0.545	0.273	0.782	1.037	0.132	-0.053	PWSI
p_pelagic	3	1	2	0.187	0.175	0.059	0.383	1.041	0.085	0.141	PWSI
p_pelagic	3	10	1	0.532	0.535	0.266	0.786	1.031	0.134	-0.022	PWSI
p_pelagic	3	10	2	0.184	0.170	0.064	0.383	1.027	0.082	0.170	PWSI
p_pelagic	3	11	1	0.538	0.541	0.267	0.778	1.031	0.133	-0.022	PWSI
p_pelagic	3	11	2	0.183	0.169	0.064	0.370	1.040	0.081	0.172	PWSI
p_pelagic	3	12	1	0.535	0.539	0.269	0.783	1.037	0.135	-0.030	PWSI
p_pelagic	3	12	2	0.186	0.171	0.063	0.381	1.030	0.085	0.177	PWSI
p_pelagic	3	13	1	0.535	0.546	0.267	0.782	1.033	0.135	-0.081	PWSI
p_pelagic	3	13	2	0.184	0.170	0.062	0.380	1.039	0.083	0.169	PWSI
p_pelagic	3	14	1	0.537	0.540	0.276	0.780	1.043	0.132	-0.023	PWSI
p_pelagic	3	14	2	0.186	0.170	0.063	0.391	1.031	0.084	0.190	PWSI
p_pelagic	3	15	1	0.537	0.540	0.281	0.776	1.037	0.130	-0.023	PWSI
p_pelagic	3	15	2	0.184	0.170	0.064	0.388	1.029	0.083	0.168	PWSI
p_pelagic	3	16	1	0.536	0.537	0.273	0.778	1.037	0.134	-0.007	PWSI
p_pelagic	3	16	2	0.184	0.170	0.063	0.377	1.042	0.081	0.172	PWSI
p_pelagic	3	17	1	0.540	0.542	0.273	0.775	1.022	0.129	-0.016	PWSI
p_pelagic	3	17	2	0.186	0.172	0.064	0.385	1.029	0.083	0.168	PWSI
p_pelagic	3	18	1	0.538	0.541	0.281	0.787	1.033	0.133	-0.023	PWSI
p_pelagic	3	18	2	0.185	0.171	0.063	0.388	1.043	0.084	0.167	PWSI
p_pelagic	3	19	1	0.539	0.544	0.282	0.783	1.038	0.131	-0.038	PWSI
p_pelagic	3	19	2	0.186	0.172	0.066	0.374	1.035	0.081	0.172	PWSI
p_pelagic	3	2	1	0.535	0.539	0.272	0.780	1.052	0.131	-0.030	PWSI
p_pelagic	3	2	2	0.184	0.169	0.064	0.388	1.045	0.084	0.179	PWSI
p_pelagic	3	20	1	0.458	0.457	0.323	0.594	1.012	0.069	0.014	PWSI
p_pelagic	3	21	1	0.451	0.451	0.331	0.575	1.010	0.063	0.000	PWSI
p_pelagic	3	21	2	0.178	0.176	0.111	0.260	1.010	0.038	0.052	PWSI
p_pelagic	3	3	1	0.533	0.534	0.274	0.783	1.041	0.134	-0.007	PWSI
p_pelagic	3	3	2	0.183	0.168	0.062	0.383	1.041	0.083	0.180	PWSI
p_pelagic	3	4	1	0.539	0.543	0.275	0.778	1.044	0.133	-0.030	PWSI
p_pelagic	3	4	2	0.185	0.171	0.061	0.385	1.037	0.086	0.164	PWSI
p_pelagic	3	5	1	0.533	0.537	0.273	0.777	1.049	0.130	-0.031	PWSI
p_pelagic	3	5	2	0.182	0.168	0.059	0.383	1.035	0.084	0.166	PWSI
p_pelagic	3	6	1	0.538	0.540	0.278	0.784	1.047	0.132	-0.015	PWSI
p_pelagic	3	6	2	0.185	0.170	0.061	0.385	1.021	0.085	0.176	PWSI
p_pelagic	3	7	1	0.534	0.539	0.271	0.777	1.040	0.132	-0.038	PWSI
p_pelagic	3	7	2	0.186	0.172	0.063	0.384	1.041	0.083	0.168	PWSI
p_pelagic	3	8	1	0.536	0.535	0.270	0.783	1.036	0.133	0.008	PWSI
p_pelagic	3	8	2	0.187	0.174	0.061	0.384	1.041	0.084	0.155	PWSI
p_pelagic	3	9	1	0.534	0.539	0.270	0.776	1.061	0.133	-0.038	PWSI
p_pelagic	3	9	2	0.184	0.171	0.062	0.377	1.023	0.084	0.155	PWSI
p_pelagic	4	1	1	0.551	0.558	0.271	0.801	1.070	0.136	-0.051	PWSO
p_pelagic	4	1	2	0.532	0.537	0.238	0.784	1.052	0.140	-0.036	PWSO
p_yellow	4	1	2	0.856	0.874	0.631	0.970	1.017	0.088	-0.204	PWSO
p_pelagic	4	10	1	0.554	0.562	0.275	0.792	1.069	0.134	-0.060	PWSO
p_pelagic	4	10	2	0.540	0.548	0.249	0.786	1.051	0.139	-0.058	PWSO
p_yellow	4	10	1	0.873	0.891	0.671	0.975	1.014	0.079	-0.228	PWSO
p_yellow	4	10	2	0.858	0.876	0.644	0.968	1.015	0.085	-0.212	PWSO
p_pelagic	4	11	1	0.554	0.561	0.261	0.796	1.072	0.138	-0.051	PWSO
p_pelagic	4	11	2	0.536	0.541	0.259	0.790	1.032	0.137	-0.036	PWSO
p_yellow	4	11	1	0.875	0.892	0.682	0.974	1.022	0.076	-0.223	PWSO
p_yellow	4	11	2	0.857	0.876	0.636	0.969	1.021	0.087	-0.218	PWSO
p_pelagic	4	12	1	0.556	0.564	0.268	0.796	1.065	0.138	-0.058	PWSO
p_pelagic	4	12	2	0.542	0.551	0.258	0.784	1.046	0.137	-0.066	PWSO
p_yellow	4	12	1	0.875	0.892	0.680	0.973	1.014	0.079	-0.216	PWSO
p_yellow	4	12	2	0.857	0.877	0.631	0.969	1.017	0.086	-0.232	PWSO
p_pelagic	4	13	1	0.558	0.566	0.269	0.793	1.069	0.135	-0.059	PWSO
p_pelagic	4	13	2	0.536	0.542	0.261	0.777	1.049	0.135	-0.044	PWSO
p_yellow	4	13	1	0.876	0.894	0.678	0.973	1.012	0.077	-0.233	PWSO
p_yellow	4	13	2	0.855	0.874	0.652	0.968	1.013	0.086	-0.221	PWSO
p_pelagic	4	14	1	0.557	0.566	0.271	0.794	1.068	0.134	-0.067	PWSO
p_pelagic	4	14	2	0.540	0.549	0.261	0.783	1.038	0.139	-0.065	PWSO
p_yellow	4	14	1	0.873	0.891	0.677	0.971	1.023	0.079	-0.229	PWSO
p_yellow	4	14	2	0.857	0.878	0.636	0.968	1.016	0.088	-0.240	PWSO
p_pelagic	4	15	1	0.553	0.564	0.284	0.790	1.051	0.133	-0.083	PWSO
p_pelagic	4	15	2	0.540	0.546	0.253	0.778	1.041	0.136	-0.044	PWSO
p_yellow	4	15	1	0.874	0.893	0.682	0.971	1.017	0.077	-0.245	PWSO
p_pelagic	4	16	1	0.551	0.557	0.274	0.798	1.052	0.136	-0.044	PWSO
p_pelagic	4	16	2	0.542	0.548	0.264	0.789	1.052	0.137	-0.044	PWSO
p_yellow	4	16	2	0.853	0.872	0.630	0.966	1.017	0.089	-0.214	PWSO
p_pelagic	4	17	1	0.558	0.562	0.286	0.796	1.057	0.133	-0.030	PWSO
p_pelagic	4	17	2	0.538	0.543	0.266	0.782	1.053	0.134	-0.037	PWSO
p_yellow	4	17	1	0.872	0.890	0.681	0.971	1.015	0.077	-0.235	PWSO
p_yellow	4	17	2	0.857	0.877	0.647	0.967	1.015	0.086	-0.234	PWSO
p_pelagic	4	18	1	0.562	0.570	0.293	0.803	1.046	0.132	-0.061	PWSO
p_pelagic	4	18	2	0.544	0.551	0.279	0.783	1.046	0.133	-0.053	PWSO
p_pelagic	4	19	1	0.561	0.566	0.299	0.794	1.042	0.129	-0.039	PWSO
p_pelagic	4	19	2	0.546	0.550	0.281	0.783	1.043	0.133	-0.030	PWSO
p_yellow	4	19	1	0.872	0.888	0.682	0.968	1.012	0.075	-0.213	PWSO
p_yellow	4	19	2	0.854	0.873	0.633	0.966	1.022	0.087	-0.219	PWSO
p_pelagic	4	2	1	0.554	0.563	0.263	0.791	1.055	0.136	-0.066	PWSO
p_pelagic	4	2	2	0.534	0.539	0.253	0.783	1.045	0.138	-0.036	PWSO
p_yellow	4	2	1	0.877	0.893	0.687	0.974	1.018	0.075	-0.212	PWSO
p_yellow	4	2	2	0.857	0.877	0.640	0.969	1.015	0.087	-0.231	PWSO
p_pelagic	4	20	2	0.468	0.469	0.236	0.701	1.025	0.121	-0.008	PWSO
p_yellow	4	20	2	0.872	0.888	0.693	0.969	1.014	0.074	-0.218	PWSO
p_pelagic	4	3	1	0.554	0.563	0.266	0.797	1.047	0.141	-0.064	PWSO
p_pelagic	4	3	2	0.535	0.540	0.244	0.790	1.042	0.141	-0.035	PWSO
p_yellow	4	3	1	0.873	0.890	0.667	0.972	1.015	0.079	-0.215	PWSO
p_yellow	4	3	2	0.857	0.877	0.630	0.969	1.017	0.088	-0.228	PWSO
p_yellow	4	31	2	0.722	0.735	0.447	0.908	1.019	0.119	-0.109	PWSO
p_pelagic	4	4	1	0.549	0.558	0.273	0.785	1.053	0.135	-0.067	PWSO
p_pelagic	4	4	2	0.536	0.546	0.262	0.780	1.052	0.136	-0.074	PWSO
p_yellow	4	4	2	0.859	0.876	0.655	0.969	1.017	0.082	-0.207	PWSO
p_pelagic	4	5	1	0.554	0.564	0.265	0.804	1.053	0.138	-0.073	PWSO
p_pelagic	4	5	2	0.537	0.547	0.250	0.779	1.053	0.140	-0.071	PWSO
p_yellow	4	5	1	0.875	0.893	0.679	0.974	1.019	0.077	-0.235	PWSO
p_yellow	4	5	2	0.856	0.879	0.617	0.970	1.011	0.091	-0.252	PWSO
p_pelagic	4	6	1	0.553	0.558	0.265	0.786	1.062	0.136	-0.037	PWSO
p_pelagic	4	6	2	0.541	0.553	0.251	0.785	1.046	0.138	-0.087	PWSO
p_yellow	4	6	1	0.874	0.891	0.678	0.973	1.014	0.079	-0.215	PWSO
p_pelagic	4	7	1	0.555	0.567	0.271	0.784	1.067	0.135	-0.089	PWSO
p_pelagic	4	7	2	0.534	0.542	0.249	0.783	1.046	0.138	-0.058	PWSO
p_yellow	4	7	1	0.876	0.894	0.686	0.972	1.019	0.077	-0.234	PWSO
p_yellow	4	7	2	0.857	0.876	0.629	0.971	1.020	0.088	-0.215	PWSO
p_pelagic	4	8	1	0.550	0.560	0.272	0.789	1.065	0.135	-0.074	PWSO
p_pelagic	4	8	2	0.538	0.545	0.253	0.790	1.059	0.138	-0.051	PWSO
p_yellow	4	8	1	0.875	0.891	0.682	0.974	1.014	0.077	-0.208	PWSO
p_yellow	4	8	2	0.856	0.877	0.632	0.968	1.019	0.088	-0.240	PWSO
p_pelagic	4	9	1	0.555	0.564	0.267	0.792	1.061	0.135	-0.066	PWSO
p_pelagic	4	9	2	0.537	0.545	0.259	0.783	1.060	0.139	-0.058	PWSO
p_yellow	4	9	1	0.873	0.892	0.668	0.973	1.026	0.078	-0.243	PWSO
p_yellow	4	9	2	0.857	0.877	0.643	0.969	1.011	0.087	-0.230	PWSO
p_black	8	1	1	0.731	0.764	0.346	0.947	1.019	0.161	-0.205	afognak
p_black	8	10	1	0.731	0.763	0.353	0.950	1.015	0.159	-0.202	afognak
p_black	8	11	1	0.733	0.764	0.359	0.949	1.023	0.159	-0.195	afognak
p_black	8	12	1	0.726	0.756	0.364	0.949	1.018	0.159	-0.189	afognak
p_black	8	13	1	0.731	0.760	0.358	0.950	1.020	0.160	-0.182	afognak
p_black	8	15	1	0.730	0.759	0.353	0.949	1.033	0.161	-0.181	afognak
p_black	8	16	1	0.726	0.759	0.357	0.954	1.022	0.163	-0.202	afognak
p_black	8	17	1	0.729	0.763	0.352	0.953	1.022	0.162	-0.209	afognak
p_black	8	18	1	0.732	0.763	0.362	0.950	1.016	0.159	-0.195	afognak
p_black	8	19	1	0.732	0.761	0.355	0.952	1.014	0.159	-0.182	afognak
p_black	8	2	1	0.728	0.760	0.346	0.951	1.018	0.160	-0.200	afognak
p_black	8	20	1	0.730	0.766	0.352	0.952	1.026	0.165	-0.219	afognak
p_black	8	22	1	0.729	0.763	0.350	0.949	1.021	0.161	-0.212	afognak
p_black	8	24	1	0.731	0.762	0.361	0.953	1.025	0.160	-0.193	afognak
p_black	8	25	1	0.732	0.767	0.352	0.952	1.020	0.159	-0.220	afognak
p_black	8	27	1	0.866	0.881	0.669	0.970	1.016	0.077	-0.194	afognak
p_black	8	28	1	0.732	0.762	0.355	0.951	1.017	0.157	-0.191	afognak
p_black	8	29	1	0.735	0.765	0.369	0.951	1.023	0.157	-0.192	afognak
p_black	8	3	1	0.730	0.763	0.348	0.948	1.025	0.162	-0.204	afognak
p_black	8	30	1	0.735	0.765	0.360	0.947	1.023	0.155	-0.193	afognak
p_black	8	31	1	0.888	0.900	0.737	0.973	1.011	0.062	-0.194	afognak
p_black	8	32	1	0.733	0.763	0.355	0.952	1.017	0.159	-0.188	afognak
p_black	8	33	1	0.938	0.940	0.892	0.976	1.010	0.022	-0.092	afognak
p_black	8	34	1	0.907	0.917	0.783	0.977	1.011	0.052	-0.193	afognak
p_black	8	37	1	0.553	0.385	0.297	0.965	15.476	0.274	0.614	afognak
p_black	8	4	1	0.728	0.760	0.332	0.946	1.027	0.162	-0.198	afognak
p_black	8	40	1	0.742	0.912	0.345	0.963	1.041	0.253	-0.672	afognak
p_black	8	41	1	0.834	0.902	0.545	0.962	1.033	0.134	-0.507	afognak
p_black	8	43	1	0.425	0.421	0.346	0.509	1.063	0.052	0.077	afognak
p_black	8	48	1	0.464	0.459	0.378	0.568	1.036	0.061	0.082	afognak
p_black	8	5	1	0.735	0.771	0.336	0.952	1.020	0.162	-0.223	afognak
p_black	8	6	1	0.730	0.764	0.343	0.950	1.016	0.162	-0.210	afognak
p_black	8	7	1	0.727	0.762	0.338	0.950	1.027	0.164	-0.213	afognak
p_black	8	8	1	0.731	0.761	0.359	0.953	1.020	0.161	-0.186	afognak
p_black	8	9	1	0.734	0.765	0.336	0.952	1.018	0.160	-0.194	afognak

Table Xb. True parameters with an Rhat in excess of 1.1

variable	area_n	year/species	mean	median	lower	upper	Rhat	sd	skew	year	area
mu_beta0_pH	1	1	0.391	0.430	-0.813	1.462	1.327	0.589	-0.066		CI
mu_beta1_pH	1	1	3.650	3.418	1.748	6.818	1.162	1.451	0.160		CI
mu_beta2_pH	1	1	9.847	9.774	-1.981	23.510	1.210	6.646	0.011		CI
beta0_pH	1	1	0.138	0.217	-0.710	0.664	1.166	0.365	-0.217		CI
beta1_pH	1	1	4.160	3.936	2.587	6.481	1.442	1.090	0.205		CI
beta2_pH	1	1	0.337	0.310	0.145	0.727	1.411	0.159	0.170		CI
beta2_pH	1	1	10.683	10.644	0.322	24.829	1.281	6.457	0.006		CI
beta3_pH	1	1	36.468	36.369	33.135	40.292	1.221	1.856	0.053		CI
beta3_pH	1	1	38.141	39.445	30.411	41.537	1.129	3.056	-0.427		CI
beta0_pH	10	1	-0.032	0.016	-0.893	0.494	1.181	0.341	-0.141		northeast
beta1_pH	10	1	2.664	2.537	1.763	4.274	1.462	0.616	0.206		northeast
beta2_pH	10	1	0.717	0.546	0.192	2.404	1.485	0.639	0.268		northeast
beta3_pH	10	1	32.189	32.135	29.864	34.473	1.187	1.203	0.045		northeast
beta0_pH	11	2	0.127	0.172	-0.778	0.775	1.194	0.391	-0.115		CSEO
beta0_pH	11	1	1.018	0.991	0.135	2.002	1.190	0.462	0.059		CSEO
beta1_pH	11	2	1.666	1.617	0.937	2.735	1.201	0.457	0.107		CSEO
beta1_pH	11	1	1.841	1.856	0.636	3.004	1.102	0.590	-0.025		CSEO
beta2_pH	11	2	2.134	2.020	0.325	3.991	1.465	1.232	0.093		CSEO
beta2_pH	11	2	-3.777	-2.417	-15.829	-0.033	1.145	4.222	-0.322		CSEO
beta3_pH	11	1	40.164	40.219	35.614	42.542	1.255	1.433	-0.038		CSEO
beta0_pelagic	11		-0.221	-0.201	-0.816	0.158	1.126	0.222	-0.090		CSEO
beta1_pelagic	11		1.217	1.193	0.769	2.053	1.163	0.269	0.089		CSEO
beta1_yellow	11		2.047	1.952	1.385	3.646	1.166	0.506	0.188		CSEO
beta0_pH	12	2	0.517	0.566	-0.753	1.567	1.221	0.618	-0.079		EWYKT
beta1_pH	12	2	1.533	1.471	0.448	2.902	1.201	0.643	0.096		EWYKT
beta2_pH	12	2	2.031	2.194	-1.093	3.989	1.314	1.645	-0.099		EWYKT
beta2_pH	12	2	-3.893	-2.561	-16.432	-0.060	1.156	4.191	-0.318		EWYKT
beta1_yellow	12		0.297	0.087	0.011	2.246	1.137	0.618	0.340		EWYKT
beta0_pH	13	2	-0.019	0.012	-0.923	0.724	1.137	0.430	-0.072		NSEI
beta0_pH	13	1	0.787	0.832	-0.269	1.586	1.185	0.496	-0.091		NSEI
beta1_pH	13	2	1.788	1.751	0.964	2.773	1.156	0.464	0.080		NSEI
beta1_pH	13	1	0.839	0.777	0.010	1.967	1.193	0.571	0.109		NSEI
beta2_pH	13	2	2.135	1.917	0.469	3.992	1.407	1.164	0.187		NSEI
beta2_pH	13	2	-5.247	-3.720	-18.663	-0.326	1.132	4.889	-0.312		NSEI
beta2_pH	13	2	-3.796	-2.503	-15.765	-0.126	1.196	3.979	-0.325		NSEI
beta0_pelagic	13		0.120	0.221	-0.805	0.536	1.719	0.343	-0.295		NSEI
beta1_pelagic	13		1.407	1.211	0.452	2.756	1.141	0.689	0.284		NSEI
beta3_pelagic	13		36.751	36.792	29.905	42.205	1.285	3.105	-0.013		NSEI
beta2_black	13		-2.116	-1.649	-6.461	-0.358	1.268	1.608	-0.290		NSEI
beta3_black	13		38.578	38.830	35.379	40.652	1.109	1.392	-0.181		NSEI
beta0_pH	14	1	0.534	0.578	-0.732	1.459	1.290	0.553	-0.080		NSEO
beta1_pH	14	1	1.601	1.584	0.400	2.893	1.240	0.611	0.028		NSEO
beta2_pH	14	2	2.691	2.931	0.544	3.991	1.145	1.077	-0.223		NSEO
beta2_pH	14	2	-4.215	-2.978	-15.952	-0.450	1.158	3.912	-0.316		NSEO
beta3_pH	14	1	40.327	40.388	37.952	41.986	1.107	1.113	-0.055		NSEO
beta0_pelagic	14		-0.489	-0.482	-0.912	-0.102	1.119	0.214	-0.033		NSEO
beta2_yellow	14		-4.729	-2.367	-20.873	-0.543	1.101	5.393	-0.438		NSEO
beta0_pH	15	2	0.355	0.364	-0.807	1.486	1.152	0.587	-0.015		SSEI
beta0_pH	15	1	0.761	0.845	-0.225	1.441	1.574	0.434	-0.194		SSEI
beta1_pH	15	2	1.497	1.472	0.376	2.703	1.173	0.589	0.042		SSEI
beta1_pH	15	1	0.597	0.474	0.003	1.666	1.587	0.492	0.250		SSEI
beta2_pH	15	2	1.493	2.181	-5.687	3.990	1.366	2.582	-0.266		SSEI
beta2_pH	15	2	-4.052	-2.747	-15.769	-0.123	1.147	4.070	-0.321		SSEI
beta3_pH	15	1	31.354	31.413	29.802	32.737	1.171	0.736	-0.080		SSEI
beta3_pH	15	2	32.870	31.255	29.138	42.905	1.127	4.288	0.377		SSEI
beta3_pH	15	1	38.623	40.104	31.154	42.917	2.196	3.747	-0.395		SSEI
beta1_pelagic	15		0.195	0.082	0.011	0.860	1.284	0.242	0.467		SSEI
beta0_yellow	15		-1.231	-1.204	-1.809	-0.881	1.203	0.224	-0.120		SSEI
beta3_yellow	15		31.270	30.271	28.139	38.645	1.110	2.846	0.351		SSEI
beta0_pH	16	1	-0.093	-0.090	-0.585	0.375	1.160	0.238	-0.013		SSEO
beta0_pH	16	2	1.005	0.863	-0.696	2.853	2.312	1.021	0.139		SSEO
beta1_pH	16	2	2.801	2.908	0.920	4.634	2.239	1.052	-0.102		SSEO
beta2_pH	16	2	-2.069	-3.153	-9.665	3.991	3.650	4.182	0.259		SSEO
beta2_pH	16	2	-4.148	-3.019	-16.140	-0.426	1.232	3.861	-0.292		SSEO
beta3_pH	16	2	39.006	42.529	30.367	42.957	17.995	5.194	-0.678		SSEO
beta0_pelagic	16		-0.526	-0.450	-1.324	0.096	1.658	0.406	-0.187		SSEO
beta1_pelagic	16		1.865	1.822	0.910	3.076	1.691	0.603	0.071		SSEO
beta2_pelagic	16		0.529	0.253	0.112	3.390	1.210	0.905	0.305		SSEO
beta3_pelagic	16		30.930	30.730	24.783	38.965	1.228	3.390	0.059		SSEO
tau_beta0_pH	2	1	1.794	1.230	0.109	6.743	1.203	1.905	0.296		NG
mu_beta1_pH	2	1	3.156	2.740	1.523	8.338	1.147	1.765	0.236		NG
mu_beta2_pH	2	1	0.787	0.579	-0.155	2.836	1.385	0.753	0.276		NG
tau_beta2_pH	2	1	12.706	3.031	0.088	79.016	1.128	20.826	0.465		NG
beta0_pH	2	1	0.520	0.566	-0.531	1.093	2.191	0.405	-0.114		NG
beta1_pH	2	1	2.925	2.825	1.995	4.426	1.705	0.591	0.169		NG
beta2_pH	2	1	0.369	0.299	0.115	0.952	1.457	0.296	0.237		NG
beta3_pH	2	1	30.939	31.094	27.267	34.232	1.580	1.799	-0.086		NG
mu_beta0_pH	3	2	0.283	0.247	-0.789	1.492	1.303	0.592	0.061		PWSI
mu_beta0_pH	3	1	0.847	0.856	-0.109	1.760	1.195	0.473	-0.019		PWSI
tau_beta0_pH	3	2	6.842	2.003	0.172	53.173	1.133	13.584	0.356		PWSI
mu_beta1_pH	3	2	1.803	1.742	0.811	3.073	1.260	0.592	0.103		PWSI
tau_beta1_pH	3	1	2.169	0.869	0.065	11.888	1.145	4.784	0.272		PWSI
mu_beta2_pH	3	2	5.723	4.402	-1.369	19.759	1.575	5.453	0.242		PWSI
tau_beta2_pH	3	2	1.256	0.079	0.041	10.385	1.341	6.911	0.170		PWSI
tau_beta5_pH	3	1	1.972	1.050	0.137	8.291	1.271	4.727	0.195		PWSI
tau_beta5_pH	3	1	0.835	0.422	0.053	3.823	1.126	2.049	0.202		PWSI
beta0_pH	3	1	0.383	0.458	-0.810	1.446	1.769	0.603	-0.124		PWSI
beta1_pH	3	1	3.619	3.432	1.726	6.888	1.662	1.240	0.151		PWSI
beta2_pH	3	1	0.233	0.173	0.072	0.802	1.552	0.221	0.272		PWSI
beta0_pelagic	3		0.151	0.178	-0.470	0.623	1.218	0.286	-0.094		PWSI
beta1_pelagic	3		0.744	0.707	0.215	1.384	1.241	0.308	0.120		PWSI
beta0_pH	4	1	0.529	0.569	-0.482	1.373	1.356	0.500	-0.080		PWSO
beta1_pH	4	1	3.793	3.680	2.187	6.245	1.278	0.971	0.116		PWSO
beta2_pH	4	1	0.230	0.198	0.097	0.591	1.428	0.127	0.251		PWSO
beta0_pelagic	4		0.214	0.277	-0.704	0.689	1.258	0.330	-0.191		PWSO
beta1_pelagic	4		0.935	0.854	0.407	2.068	1.126	0.397	0.204		PWSO
beta3_pelagic	4		25.569	25.904	21.141	30.508	1.143	2.160	-0.155		PWSO
beta0_pH	5	1	-1.108	-1.014	-2.565	-0.328	1.203	0.538	-0.175		BSAI
beta1_pH	5	1	2.670	2.563	1.763	4.289	1.234	0.618	0.173		BSAI
beta2_pH	5	1	1.547	1.268	0.271	4.617	1.248	1.225	0.228		BSAI
beta4_yellow	5		2.582	1.041	-5.568	9.105	1.286	25.942	0.059		BSAI
beta0_pH	6	1	-0.615	-0.510	-1.929	0.120	1.338	0.519	-0.202		SOKO2SAP
beta1_pH	6	1	2.717	2.545	1.282	4.879	1.518	1.029	0.167		SOKO2SAP
beta2_pH	6	1	0.549	0.276	0.107	2.654	1.409	0.790	0.346		SOKO2SAP
beta3_pH	6	1	34.718	34.102	27.977	42.350	1.356	3.690	0.167		SOKO2SAP
beta4_yellow	6		1.374	1.016	-7.309	8.645	1.235	9.913	0.036		SOKO2SAP
beta4_yellow	7		0.459	1.062	-6.800	8.299	1.262	12.775	-0.047		WKMA
beta0_pH	8	1	-0.468	-0.454	-1.180	0.135	1.119	0.335	-0.042		afognak
beta1_pH	8	1	2.935	2.922	1.355	4.738	1.142	0.881	0.015		afognak
beta2_pH	8	1	0.430	0.288	0.131	1.608	1.268	0.489	0.290		afognak
beta3_pH	8	1	38.747	38.587	33.713	43.679	1.153	2.818	0.057		afognak
beta0_black	8		1.164	1.158	0.563	1.782	1.235	0.309	0.019		afognak
beta0_pH	9	1	-0.795	-0.779	-1.670	0.040	1.511	0.460	-0.035		eastside
beta1_pH	9	1	2.623	2.476	1.443	4.786	1.802	0.864	0.170		eastside
beta2_pH	9	1	0.707	0.444	0.105	2.826	2.001	0.681	0.386		eastside
beta2_pH	9	1	0.515	0.378	0.172	1.289	1.168	0.983	0.139		eastside
beta3_pH	9	1	30.722	29.755	26.360	41.421	1.338	3.844	0.252		eastside
beta4_yellow	9		-0.186	1.019	-7.154	8.534	1.286	21.023	-0.057		eastside
tau_beta5_black_kod			0.627	0.254	0.044	3.103	1.103	1.743	0.214
lambda_H	15		0.022	0.015	0.003	0.075	1.241	0.068	0.104		SSEI
pG	6	31	0.303	0.292	0.128	0.539	1.115	0.108	0.102		SOKO2SAP
pG	6	32	0.276	0.267	0.116	0.494	1.146	0.099	0.091		SOKO2SAP
pG	6	33	0.206	0.196	0.101	0.384	1.111	0.072	0.139		SOKO2SAP
pG	6	34	0.175	0.166	0.082	0.330	1.125	0.062	0.145		SOKO2SAP
pG	6	36	0.219	0.207	0.111	0.400	1.136	0.077	0.157		SOKO2SAP
pG	6	37	0.215	0.203	0.104	0.382	1.111	0.072	0.166		SOKO2SAP
pG	6	38	0.153	0.140	0.078	0.297	1.125	0.058	0.225		SOKO2SAP
pG	6	45	0.261	0.252	0.117	0.462	1.118	0.086	0.105		SOKO2SAP

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic	non.BSAI.SOKO.Harv	BSAI.SOKO.Harv	non.BSAI.SOKO.Rel	BSAI.SOKO.Rel
n unconverged at Rhat = 1.01	1,364.00	353.00	2,152.00	498.00
Prop. of total	0.79	0.21	0.81	0.19
Prop. median less than 1	0.14	0.15	0.20	0.33
Prop. median less than 10	0.25	0.37	0.35	0.54
Prop. median less than 50	0.37	0.55	0.49	0.67
Median of the median values	294.59	31.09	54.67	5.42
Mean of the median values	1,422.18	596.84	635.77	490.61
Mean skew of posteriors	0.20	0.26	0.24	0.18

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic	non.BSAI.SOKO.Harv	BSAI.SOKO.Harv	non.BSAI.SOKO.Rel	BSAI.SOKO.Rel
n unconverged at Rhat = 1.1	53.00	11.00	406.00	212.00
Prop. of total	0.83	0.17	0.66	0.34
Prop. median less than 1	0.38	0.91	0.47	0.51
Prop. median less than 10	0.58	1.00	0.69	0.79
Prop. median less than 50	0.92	1.00	0.80	0.93
Median of the median values	2.94	0.42	1.28	0.98
Mean of the median values	45.67	0.81	550.87	18.23
Mean skew of posteriors	0.25	0.19	0.16	0.06

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable	Freq
beta0_black	1
beta0_pelagic	6
beta0_pH	19
beta0_yellow	1
beta1_pelagic	6
beta1_pH	17
beta1_yellow	2
beta2_black	1
beta2_pelagic	1
beta2_pH	24
beta3_pelagic	3
beta3_pH	12
beta3_yellow	1
beta4_yellow	4
Bp_ay	4
Bp_ayg	1
Bp_ayu	4
H_ay	8
H_ayg	2
H_ayu	14
Hb_ay	8
Hb_ayg	7
Hb_ayu	8
Ho_ay	6
Ho_ayg	3
Ho_ayu	9
Hp_ay	9
Hp_ayg	6
Hp_ayu	9
Hs_ayu	2
Htrend_ay	19
Hy_ay	2
Hy_ayg	2
Hy_ayu	10
lambda_H	1
mu_beta0_pH	3
mu_beta1_pH	3
mu_beta2_pH	3
p_black	1
p_pelagic	44
pG	8
pH	82
R_ay	196
R_ayg	36
R_ayu	213
Rb_ay	38
Rb_ayg	44
Rb_ayu	38
Rd_ay	3
Rd_ayg	4
Rd_ayu	1
re_black	5
re_pelagic	17
re_pH	67
re_yellow	1
Ro_ay	211
Ro_ayg	38
Ro_ayu	201
Rp_ay	33
Rp_ayg	42
Rp_ayu	36
Rs_ay	22
Rs_ayg	21
Rs_ayu	41
Ry_ay	144
Ry_ayg	4
Ry_ayu	166
sd_pH	1
tau_beta0_pH	2
tau_beta1_pH	1
tau_beta2_pH	2
tau_beta5_pH	2
tau_pH	1

Parameter estimates:

Summary Table of Parameter Estimates

Parameter	mean	sd	Lower_CI	Median	Upper_CI
mu_bc_H[1]	-0.147	0.065	-0.266	-0.148	-0.012
mu_bc_H[2]	-0.108	0.039	-0.179	-0.110	-0.027
mu_bc_H[3]	-0.408	0.068	-0.535	-0.409	-0.269
mu_bc_H[4]	-1.157	0.232	-1.669	-1.140	-0.754
mu_bc_H[5]	1.311	1.233	-0.054	1.023	4.296
mu_bc_H[6]	-2.333	0.354	-3.013	-2.345	-1.618
mu_bc_H[7]	-0.482	0.107	-0.694	-0.479	-0.285
mu_bc_H[8]	0.272	0.367	-0.343	0.235	1.121
mu_bc_H[9]	-0.342	0.147	-0.657	-0.340	-0.071
mu_bc_H[10]	-0.127	0.066	-0.252	-0.128	0.009
mu_bc_H[11]	-0.115	0.040	-0.194	-0.115	-0.035
mu_bc_H[12]	-0.247	0.107	-0.485	-0.240	-0.050
mu_bc_H[13]	-0.171	0.076	-0.309	-0.173	-0.017
mu_bc_H[14]	-0.354	0.104	-0.568	-0.349	-0.162
mu_bc_H[15]	-0.336	0.049	-0.430	-0.337	-0.238
mu_bc_H[16]	-0.273	0.372	-0.965	-0.293	0.546
mu_bc_R[1]	1.633	0.184	1.265	1.638	1.980
mu_bc_R[2]	1.610	0.091	1.433	1.610	1.787
mu_bc_R[3]	1.371	0.152	1.068	1.375	1.665
mu_bc_R[4]	1.092	0.182	0.733	1.096	1.436
mu_bc_R[5]	1.491	0.772	-0.093	1.519	2.993
mu_bc_R[6]	-2.047	0.722	-3.548	-2.035	-0.683
mu_bc_R[7]	0.301	0.203	-0.100	0.303	0.705
mu_bc_R[8]	0.522	0.230	0.078	0.525	0.964
mu_bc_R[9]	0.618	0.265	0.104	0.621	1.144
mu_bc_R[10]	1.564	0.165	1.233	1.563	1.893
mu_bc_R[11]	0.980	0.132	0.713	0.980	1.242
mu_bc_R[12]	0.959	0.282	0.395	0.957	1.522
mu_bc_R[13]	1.135	0.166	0.818	1.131	1.474
mu_bc_R[14]	1.181	0.222	0.738	1.183	1.608
mu_bc_R[15]	0.690	0.185	0.313	0.686	1.057
mu_bc_R[16]	1.120	0.171	0.780	1.121	1.459
tau_pH[1]	3.141	0.245	2.695	3.135	3.642
tau_pH[2]	1.591	0.149	1.322	1.582	1.905
tau_pH[3]	1.465	0.138	1.204	1.462	1.738
tau_pH[4]	1.310	0.188	0.975	1.299	1.710
tau_pH[5]	0.645	0.109	0.458	0.637	0.883
beta0_pH[1,1,1]	0.138	0.365	-0.710	0.217	0.664
beta0_pH[2,1,1]	0.520	0.405	-0.531	0.566	1.093
beta0_pH[3,1,1]	0.383	0.603	-0.810	0.458	1.446
beta0_pH[4,1,1]	0.529	0.500	-0.482	0.569	1.373
beta0_pH[5,1,1]	-1.108	0.538	-2.565	-1.014	-0.328
beta0_pH[6,1,1]	-0.615	0.519	-1.929	-0.510	0.120
beta0_pH[7,1,1]	0.719	0.120	0.473	0.723	0.947
beta0_pH[8,1,1]	-0.468	0.335	-1.180	-0.454	0.135
beta0_pH[9,1,1]	-0.795	0.460	-1.670	-0.779	0.040
beta0_pH[10,1,1]	-0.032	0.341	-0.893	0.016	0.494
beta0_pH[11,1,1]	-0.083	0.201	-0.526	-0.072	0.278
beta0_pH[12,1,1]	0.334	0.229	-0.092	0.328	0.776
beta0_pH[13,1,1]	-0.107	0.183	-0.472	-0.097	0.221
beta0_pH[14,1,1]	-0.282	0.204	-0.684	-0.277	0.102
beta0_pH[15,1,1]	-0.066	0.230	-0.584	-0.060	0.383
beta0_pH[16,1,1]	-0.093	0.238	-0.585	-0.090	0.375
beta0_pH[1,2,1]	0.068	0.200	-0.345	0.080	0.416
beta0_pH[2,2,1]	0.450	0.118	0.223	0.450	0.683
beta0_pH[3,2,1]	0.421	0.120	0.178	0.422	0.655
beta0_pH[4,2,1]	0.392	0.289	-0.251	0.410	0.866
beta0_pH[5,2,1]	-0.190	1.216	-3.004	-0.122	1.926
beta0_pH[6,2,1]	-0.182	1.095	-2.770	-0.122	1.883
beta0_pH[7,2,1]	-0.460	1.230	-3.976	-0.203	1.025
beta0_pH[8,2,1]	-0.112	0.165	-0.447	-0.111	0.204
beta0_pH[9,2,1]	0.106	0.175	-0.227	0.102	0.451
beta0_pH[10,2,1]	-0.227	0.124	-0.476	-0.226	0.016
beta0_pH[11,2,1]	0.127	0.391	-0.778	0.172	0.775
beta0_pH[12,2,1]	0.517	0.618	-0.753	0.566	1.567
beta0_pH[13,2,1]	-0.019	0.430	-0.923	0.012	0.724
beta0_pH[14,2,1]	-0.233	0.424	-1.073	-0.221	0.591
beta0_pH[15,2,1]	0.355	0.587	-0.807	0.364	1.486
beta0_pH[16,2,1]	1.005	1.021	-0.696	0.863	2.853
beta0_pH[1,1,2]	2.629	0.239	2.160	2.629	3.094
beta0_pH[2,1,2]	2.987	0.183	2.618	2.990	3.337
beta0_pH[3,1,2]	3.448	0.207	3.047	3.446	3.866
beta0_pH[4,1,2]	3.233	0.180	2.901	3.229	3.588
beta0_pH[5,1,2]	4.588	1.444	2.746	4.296	8.248
beta0_pH[6,1,2]	3.327	0.262	2.806	3.323	3.849
beta0_pH[7,1,2]	1.937	0.249	1.435	1.937	2.409
beta0_pH[8,1,2]	2.825	0.218	2.397	2.828	3.253
beta0_pH[9,1,2]	3.917	0.293	3.349	3.918	4.533
beta0_pH[10,1,2]	3.895	0.245	3.399	3.902	4.362
beta0_pH[11,1,2]	2.064	0.164	1.746	2.070	2.367
beta0_pH[12,1,2]	1.878	0.209	1.470	1.881	2.267
beta0_pH[13,1,2]	2.362	0.194	2.000	2.358	2.760
beta0_pH[14,1,2]	1.978	0.170	1.644	1.980	2.297
beta0_pH[15,1,2]	2.360	0.201	1.964	2.358	2.767
beta0_pH[16,1,2]	2.533	0.219	2.128	2.521	2.980
beta0_pH[1,2,2]	1.653	0.583	0.331	1.718	2.700
beta0_pH[2,2,2]	1.699	0.251	1.186	1.709	2.162
beta0_pH[3,2,2]	1.871	0.238	1.404	1.866	2.336
beta0_pH[4,2,2]	2.128	0.277	1.629	2.118	2.711
beta0_pH[5,2,2]	4.986	4.034	-2.347	4.463	13.932
beta0_pH[6,2,2]	4.933	3.980	-2.554	4.471	13.937
beta0_pH[7,2,2]	5.089	3.990	-2.172	4.638	14.050
beta0_pH[8,2,2]	6.709	3.183	2.534	5.965	14.848
beta0_pH[9,2,2]	6.226	3.183	2.022	5.542	14.246
beta0_pH[10,2,2]	2.475	0.390	1.719	2.476	3.242
beta0_pH[11,2,2]	2.619	0.233	2.156	2.617	3.082
beta0_pH[12,2,2]	1.259	0.502	0.280	1.262	2.260
beta0_pH[13,2,2]	2.730	0.240	2.262	2.726	3.204
beta0_pH[14,2,2]	1.860	0.244	1.382	1.860	2.347
beta0_pH[15,2,2]	2.670	0.222	2.225	2.671	3.108
beta0_pH[16,2,2]	3.659	0.351	2.996	3.643	4.370
beta0_pH[1,1,3]	1.033	0.395	0.242	1.076	1.657
beta0_pH[2,1,3]	2.099	0.220	1.657	2.094	2.531
beta0_pH[3,1,3]	2.699	0.198	2.319	2.699	3.090
beta0_pH[4,1,3]	3.042	0.217	2.623	3.040	3.481
beta0_pH[5,1,3]	3.545	1.993	0.953	3.128	8.936
beta0_pH[6,1,3]	1.298	0.436	0.526	1.274	2.263
beta0_pH[7,1,3]	0.527	0.219	0.093	0.524	0.969
beta0_pH[8,1,3]	0.231	0.325	-0.339	0.250	0.741
beta0_pH[9,1,3]	-3.264	1.025	-5.368	-3.231	-1.251
beta0_pH[10,1,3]	-0.818	1.035	-3.395	-0.636	0.662
beta0_pH[11,1,3]	1.145	0.529	0.107	1.180	2.130
beta0_pH[12,1,3]	1.053	0.759	-0.441	1.012	2.516
beta0_pH[13,1,3]	0.626	0.498	-0.416	0.649	1.561
beta0_pH[14,1,3]	0.323	0.498	-0.718	0.348	1.230
beta0_pH[15,1,3]	0.770	0.437	-0.132	0.787	1.581
beta0_pH[16,1,3]	1.276	0.675	-0.014	1.250	2.596
beta0_pH[1,2,3]	0.652	0.438	-0.054	0.599	1.623
beta0_pH[2,2,3]	0.147	0.254	-0.379	0.156	0.618
beta0_pH[3,2,3]	0.320	0.240	-0.174	0.322	0.800
beta0_pH[4,2,3]	0.476	0.260	-0.018	0.469	1.006
beta0_pH[5,2,3]	-0.311	2.852	-6.616	-0.275	5.966
beta0_pH[6,2,3]	-0.325	2.942	-6.808	-0.230	6.043
beta0_pH[7,2,3]	-0.440	2.902	-7.174	-0.274	5.780
beta0_pH[8,2,3]	-0.634	1.229	-3.377	-0.508	1.564
beta0_pH[9,2,3]	-0.411	2.941	-7.055	-0.300	5.924
beta0_pH[10,2,3]	-0.166	0.355	-0.859	-0.172	0.549
beta0_pH[11,2,3]	0.749	0.380	-0.176	0.811	1.344
beta0_pH[12,2,3]	0.791	0.382	-0.083	0.823	1.431
beta0_pH[13,2,3]	1.037	0.454	0.122	1.029	1.981
beta0_pH[14,2,3]	0.696	0.440	-0.314	0.741	1.467
beta0_pH[15,2,3]	0.766	0.429	-0.113	0.807	1.480
beta0_pH[16,2,3]	0.911	0.488	-0.097	0.923	1.915
beta0_pH[11,1,4]	1.018	0.462	0.135	0.991	2.002
beta0_pH[12,1,4]	0.956	0.724	-0.460	0.924	2.637
beta0_pH[13,1,4]	0.787	0.496	-0.269	0.832	1.586
beta0_pH[14,1,4]	0.534	0.553	-0.732	0.578	1.459
beta0_pH[15,1,4]	0.761	0.434	-0.225	0.845	1.441
beta0_pH[16,1,4]	1.062	0.592	-0.026	1.038	2.383
beta0_pH[11,2,4]	0.588	0.447	-0.492	0.658	1.252
beta0_pH[12,2,4]	0.693	0.463	-0.392	0.748	1.453
beta0_pH[13,2,4]	0.827	0.504	-0.277	0.860	1.738
beta0_pH[14,2,4]	0.558	0.484	-0.519	0.605	1.411
beta0_pH[15,2,4]	0.553	0.501	-0.686	0.617	1.387
beta0_pH[16,2,4]	0.747	0.536	-0.449	0.764	1.821
beta0_pH[11,1,5]	2.780	0.357	2.105	2.770	3.504
beta0_pH[12,1,5]	-0.972	0.542	-1.964	-0.991	0.124
beta0_pH[13,1,5]	3.154	0.509	2.166	3.147	4.161
beta0_pH[14,1,5]	3.572	0.482	2.654	3.553	4.548
beta0_pH[15,1,5]	2.152	0.410	1.411	2.135	3.000
beta0_pH[16,1,5]	-0.399	0.293	-0.971	-0.402	0.194
beta0_pH[11,2,5]	2.126	0.395	1.349	2.130	2.936
beta0_pH[12,2,5]	-0.649	1.321	-3.382	-0.621	1.909
beta0_pH[13,2,5]	4.270	0.435	3.445	4.268	5.139
beta0_pH[14,2,5]	3.181	0.633	2.007	3.156	4.451
beta0_pH[15,2,5]	2.620	0.341	1.952	2.614	3.298
beta0_pH[16,2,5]	4.356	0.715	3.058	4.308	5.840
beta1_pH[1,1,1]	4.160	1.090	2.587	3.936	6.481
beta1_pH[2,1,1]	2.925	0.591	1.995	2.825	4.426
beta1_pH[3,1,1]	3.619	1.240	1.726	3.432	6.888
beta1_pH[4,1,1]	3.793	0.971	2.187	3.680	6.245
beta1_pH[5,1,1]	2.670	0.618	1.763	2.563	4.289
beta1_pH[6,1,1]	2.717	1.029	1.282	2.545	4.879
beta1_pH[7,1,1]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,1,1]	2.935	0.881	1.355	2.922	4.738
beta1_pH[9,1,1]	2.623	0.864	1.443	2.476	4.786
beta1_pH[10,1,1]	2.664	0.616	1.763	2.537	4.274
beta1_pH[11,1,1]	3.273	0.259	2.790	3.260	3.806
beta1_pH[12,1,1]	3.155	0.273	2.630	3.150	3.697
beta1_pH[13,1,1]	2.876	0.281	2.364	2.876	3.424
beta1_pH[14,1,1]	3.340	0.269	2.833	3.332	3.891
beta1_pH[15,1,1]	2.726	0.313	2.143	2.720	3.328
beta1_pH[16,1,1]	3.004	0.286	2.418	3.001	3.567
beta1_pH[1,2,1]	0.489	0.314	0.005	0.477	1.116
beta1_pH[2,2,1]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,2,1]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,2,1]	0.554	0.361	0.011	0.523	1.378
beta1_pH[5,2,1]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,2,1]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,2,1]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,2,1]	0.000	0.000	0.000	0.000	0.000
beta1_pH[9,2,1]	0.000	0.000	0.000	0.000	0.000
beta1_pH[10,2,1]	0.000	0.000	0.000	0.000	0.000
beta1_pH[11,2,1]	1.666	0.457	0.937	1.617	2.735
beta1_pH[12,2,1]	1.533	0.643	0.448	1.471	2.902
beta1_pH[13,2,1]	1.788	0.464	0.964	1.751	2.773
beta1_pH[14,2,1]	1.944	0.450	1.109	1.928	2.864
beta1_pH[15,2,1]	1.497	0.589	0.376	1.472	2.703
beta1_pH[16,2,1]	2.801	1.052	0.920	2.908	4.634
beta1_pH[1,1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[2,1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[5,1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[9,1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[10,1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[11,1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[1,2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[2,2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[5,2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[9,2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[10,2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[11,2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[1,1,3]	1.800	0.835	0.232	1.732	3.869
beta1_pH[2,1,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,1,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,1,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[5,1,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,1,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,1,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,1,3]	4.877	2.181	2.087	4.355	10.835
beta1_pH[9,1,3]	5.722	1.392	3.395	5.544	8.826
beta1_pH[10,1,3]	6.271	2.632	2.706	5.702	12.845
beta1_pH[11,1,3]	2.109	0.567	1.120	2.078	3.248
beta1_pH[12,1,3]	3.067	0.766	1.693	3.034	4.648
beta1_pH[13,1,3]	1.816	0.520	0.778	1.813	2.899
beta1_pH[14,1,3]	2.004	0.515	1.043	1.990	3.081
beta1_pH[15,1,3]	2.126	0.480	1.236	2.109	3.108
beta1_pH[16,1,3]	3.054	0.722	1.713	3.051	4.465
beta1_pH[1,2,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[2,2,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,2,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,2,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[5,2,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,2,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,2,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,2,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[9,2,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[10,2,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[11,2,3]	0.821	0.741	0.120	0.660	2.375
beta1_pH[12,2,3]	0.946	0.943	0.127	0.798	2.438
beta1_pH[13,2,3]	1.464	0.543	0.395	1.456	2.561
beta1_pH[14,2,3]	1.566	0.550	0.521	1.552	2.718
beta1_pH[15,2,3]	1.020	0.505	0.174	1.001	2.073
beta1_pH[16,2,3]	1.898	0.598	0.723	1.885	3.126
beta1_pH[11,1,4]	1.841	0.590	0.636	1.856	3.004
beta1_pH[12,1,4]	2.995	0.782	1.313	2.995	4.538
beta1_pH[13,1,4]	0.839	0.571	0.010	0.777	1.967
beta1_pH[14,1,4]	1.601	0.611	0.400	1.584	2.893
beta1_pH[15,1,4]	0.597	0.492	0.003	0.474	1.666
beta1_pH[16,1,4]	2.970	0.668	1.486	2.997	4.188
beta1_pH[11,2,4]	0.941	0.755	0.030	0.802	2.839
beta1_pH[12,2,4]	1.080	0.720	0.040	0.977	2.823
beta1_pH[13,2,4]	1.395	0.652	0.223	1.344	2.933
beta1_pH[14,2,4]	1.758	0.652	0.538	1.720	3.145
beta1_pH[15,2,4]	1.151	0.624	0.085	1.095	2.643
beta1_pH[16,2,4]	1.965	0.660	0.734	1.943	3.336
beta1_pH[11,1,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,1,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,1,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,1,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,1,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,1,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[11,2,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,2,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,2,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,2,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,2,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,2,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[1,1,1]	0.337	0.159	0.145	0.310	0.727
beta2_pH[2,1,1]	0.369	0.296	0.115	0.299	0.952
beta2_pH[3,1,1]	0.233	0.221	0.072	0.173	0.802
beta2_pH[4,1,1]	0.230	0.127	0.097	0.198	0.591
beta2_pH[5,1,1]	1.547	1.225	0.271	1.268	4.617
beta2_pH[6,1,1]	0.549	0.790	0.107	0.276	2.654
beta2_pH[7,1,1]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,1,1]	0.430	0.489	0.131	0.288	1.608
beta2_pH[9,1,1]	0.707	0.681	0.105	0.444	2.826
beta2_pH[10,1,1]	0.717	0.639	0.192	0.546	2.404
beta2_pH[11,1,1]	0.931	0.355	0.478	0.872	1.736
beta2_pH[12,1,1]	1.147	0.439	0.615	1.046	2.290
beta2_pH[13,1,1]	0.892	0.328	0.424	0.839	1.674
beta2_pH[14,1,1]	0.948	0.319	0.550	0.883	1.718
beta2_pH[15,1,1]	0.845	0.312	0.385	0.798	1.575
beta2_pH[16,1,1]	0.837	0.300	0.446	0.784	1.537
beta2_pH[1,2,1]	2.354	1.297	0.081	2.509	3.994
beta2_pH[2,2,1]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,2,1]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,2,1]	2.224	1.385	0.059	2.390	3.995
beta2_pH[5,2,1]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,2,1]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,2,1]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,2,1]	0.000	0.000	0.000	0.000	0.000
beta2_pH[9,2,1]	0.000	0.000	0.000	0.000	0.000
beta2_pH[10,2,1]	0.000	0.000	0.000	0.000	0.000
beta2_pH[11,2,1]	2.134	1.232	0.325	2.020	3.991
beta2_pH[12,2,1]	2.031	1.645	-1.093	2.194	3.989
beta2_pH[13,2,1]	2.135	1.164	0.469	1.917	3.992
beta2_pH[14,2,1]	2.691	1.077	0.544	2.931	3.991
beta2_pH[15,2,1]	1.493	2.582	-5.687	2.181	3.990
beta2_pH[16,2,1]	-2.069	4.182	-9.665	-3.153	3.991
beta2_pH[1,1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[2,1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[5,1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[9,1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[10,1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[11,1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[12,1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[13,1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[14,1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[15,1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[16,1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[1,2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[2,2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[5,2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[9,2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[10,2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[11,2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[12,2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[13,2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[14,2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[15,2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[16,2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[1,1,3]	10.683	6.457	0.322	10.644	24.829
beta2_pH[2,1,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,1,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,1,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[5,1,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,1,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,1,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,1,3]	2.081	1.882	0.389	1.412	7.174
beta2_pH[9,1,3]	0.515	0.983	0.172	0.378	1.289
beta2_pH[10,1,3]	0.490	1.026	0.104	0.274	2.330
beta2_pH[11,1,3]	-7.583	4.993	-18.271	-8.071	-0.384
beta2_pH[12,1,3]	-8.034	4.748	-18.560	-7.823	-0.990
beta2_pH[13,1,3]	-7.870	4.768	-17.935	-7.920	-1.077
beta2_pH[14,1,3]	-7.517	4.564	-17.625	-6.917	-1.266
beta2_pH[15,1,3]	-7.742	4.816	-18.712	-7.125	-0.941
beta2_pH[16,1,3]	-7.746	4.771	-18.576	-7.047	-1.454
beta2_pH[1,2,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[2,2,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,2,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,2,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[5,2,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,2,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,2,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,2,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[9,2,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[10,2,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[11,2,3]	-5.313	5.214	-19.618	-3.756	-0.064
beta2_pH[12,2,3]	-5.432	5.199	-19.489	-3.861	-0.115
beta2_pH[13,2,3]	-5.247	4.889	-18.663	-3.720	-0.326
beta2_pH[14,2,3]	-5.569	4.936	-19.143	-3.981	-0.579
beta2_pH[15,2,3]	-5.558	5.046	-19.716	-3.897	-0.335
beta2_pH[16,2,3]	-5.805	4.924	-19.553	-4.262	-0.709
beta2_pH[11,1,4]	-7.429	5.964	-22.256	-5.873	-0.334
beta2_pH[12,1,4]	-7.999	6.101	-23.352	-6.614	-0.749
beta2_pH[13,1,4]	-7.663	5.957	-22.817	-6.090	-0.416
beta2_pH[14,1,4]	-7.841	5.813	-22.518	-6.240	-0.851
beta2_pH[15,1,4]	-7.788	5.885	-22.468	-6.427	-0.357
beta2_pH[16,1,4]	-7.776	5.742	-22.597	-6.124	-1.288
beta2_pH[11,2,4]	-3.777	4.222	-15.829	-2.417	-0.033
beta2_pH[12,2,4]	-3.893	4.191	-16.432	-2.561	-0.060
beta2_pH[13,2,4]	-3.796	3.979	-15.765	-2.503	-0.126
beta2_pH[14,2,4]	-4.215	3.912	-15.952	-2.978	-0.450
beta2_pH[15,2,4]	-4.052	4.070	-15.769	-2.747	-0.123
beta2_pH[16,2,4]	-4.148	3.861	-16.140	-3.019	-0.426
beta2_pH[11,1,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[12,1,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[13,1,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[14,1,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[15,1,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[16,1,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[11,2,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[12,2,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[13,2,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[14,2,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[15,2,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[16,2,5]	0.000	0.000	0.000	0.000	0.000
beta3_pH[1,1,1]	36.468	1.856	33.135	36.369	40.292
beta3_pH[2,1,1]	30.939	1.799	27.267	31.094	34.232
beta3_pH[3,1,1]	32.033	3.957	26.064	31.479	41.710
beta3_pH[4,1,1]	32.040	3.104	26.867	31.763	40.663
beta3_pH[5,1,1]	27.207	0.993	25.091	27.238	28.877
beta3_pH[6,1,1]	34.718	3.690	27.977	34.102	42.350
beta3_pH[7,1,1]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,1,1]	38.747	2.818	33.713	38.587	43.679
beta3_pH[9,1,1]	30.722	3.844	26.360	29.755	41.421
beta3_pH[10,1,1]	32.189	1.203	29.864	32.135	34.473
beta3_pH[11,1,1]	30.392	0.539	29.307	30.428	31.392
beta3_pH[12,1,1]	30.317	0.472	29.385	30.312	31.236
beta3_pH[13,1,1]	32.788	0.698	31.574	32.711	34.272
beta3_pH[14,1,1]	32.015	0.592	30.922	31.999	33.182
beta3_pH[15,1,1]	31.354	0.736	29.802	31.413	32.737
beta3_pH[16,1,1]	30.840	0.758	29.319	30.842	32.325
beta3_pH[1,2,1]	34.398	2.925	27.662	34.232	41.794
beta3_pH[2,2,1]	33.997	5.228	25.474	33.977	42.581
beta3_pH[3,2,1]	32.566	5.990	22.496	32.492	42.506
beta3_pH[4,2,1]	29.596	4.550	22.823	28.854	41.567
beta3_pH[5,2,1]	25.000	0.000	25.000	25.000	25.000
beta3_pH[6,2,1]	25.000	0.000	25.000	25.000	25.000
beta3_pH[7,2,1]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,2,1]	25.000	0.000	25.000	25.000	25.000
beta3_pH[9,2,1]	25.000	0.000	25.000	25.000	25.000
beta3_pH[10,2,1]	25.000	0.000	25.000	25.000	25.000
beta3_pH[11,2,1]	35.135	1.552	32.186	35.036	37.912
beta3_pH[12,2,1]	32.294	2.787	29.156	31.472	41.787
beta3_pH[13,2,1]	30.366	0.995	29.046	30.259	32.361
beta3_pH[14,2,1]	31.995	1.099	30.868	31.680	35.590
beta3_pH[15,2,1]	32.870	4.288	29.138	31.255	42.905
beta3_pH[16,2,1]	39.006	5.194	30.367	42.529	42.957
beta3_pH[1,1,2]	34.039	5.234	25.419	33.994	42.529
beta3_pH[2,1,2]	34.136	5.139	25.474	34.476	42.479
beta3_pH[3,1,2]	32.488	6.133	22.581	32.433	42.486
beta3_pH[4,1,2]	32.386	6.061	22.611	32.262	42.414
beta3_pH[5,1,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[6,1,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[7,1,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,1,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[9,1,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[10,1,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[11,1,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[12,1,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[13,1,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[14,1,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[15,1,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[16,1,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[1,2,2]	33.927	5.197	25.379	33.984	42.508
beta3_pH[2,2,2]	33.927	5.088	25.524	33.826	42.441
beta3_pH[3,2,2]	32.493	6.179	22.466	32.405	42.526
beta3_pH[4,2,2]	32.395	6.026	22.521	32.459	42.518
beta3_pH[5,2,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[6,2,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[7,2,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,2,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[9,2,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[10,2,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[11,2,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[12,2,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[13,2,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[14,2,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[15,2,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[16,2,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[1,1,3]	38.141	3.056	30.411	39.445	41.537
beta3_pH[2,1,3]	34.037	5.174	25.533	34.213	42.547
beta3_pH[3,1,3]	32.500	6.092	22.502	32.392	42.516
beta3_pH[4,1,3]	32.605	6.032	22.567	32.651	42.550
beta3_pH[5,1,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[6,1,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[7,1,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,1,3]	42.053	0.975	40.581	41.896	43.786
beta3_pH[9,1,3]	30.094	1.433	28.114	29.845	33.521
beta3_pH[10,1,3]	36.527	2.880	31.611	36.204	43.000
beta3_pH[11,1,3]	40.498	1.365	38.230	40.512	42.699
beta3_pH[12,1,3]	41.649	1.223	38.831	42.245	42.846
beta3_pH[13,1,3]	41.366	0.795	39.592	41.418	42.822
beta3_pH[14,1,3]	40.476	0.844	38.957	40.517	41.931
beta3_pH[15,1,3]	40.631	0.666	39.119	40.662	41.825
beta3_pH[16,1,3]	42.094	0.479	41.023	42.120	42.866
beta3_pH[1,2,3]	33.971	5.156	25.475	34.038	42.554
beta3_pH[2,2,3]	33.921	5.163	25.366	33.824	42.547
beta3_pH[3,2,3]	32.615	6.084	22.597	32.548	42.561
beta3_pH[4,2,3]	32.264	6.084	22.494	31.957	42.466
beta3_pH[5,2,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[6,2,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[7,2,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,2,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[9,2,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[10,2,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[11,2,3]	36.313	4.738	29.128	37.490	42.785
beta3_pH[12,2,3]	36.036	4.116	29.260	36.231	42.677
beta3_pH[13,2,3]	40.238	1.901	35.026	40.605	42.654
beta3_pH[14,2,3]	39.610	1.374	36.586	39.803	41.785
beta3_pH[15,2,3]	39.381	2.475	31.008	39.908	42.537
beta3_pH[16,2,3]	41.332	1.053	39.134	41.513	42.734
beta3_pH[11,1,4]	40.164	1.433	35.614	40.219	42.542
beta3_pH[12,1,4]	41.923	1.033	39.351	42.287	42.872
beta3_pH[13,1,4]	40.458	2.157	34.364	41.004	42.863
beta3_pH[14,1,4]	40.327	1.113	37.952	40.388	41.986
beta3_pH[15,1,4]	38.623	3.747	31.154	40.104	42.917
beta3_pH[16,1,4]	41.864	0.535	40.764	41.919	42.817
beta3_pH[11,2,4]	36.142	4.567	29.147	36.969	42.698
beta3_pH[12,2,4]	36.585	3.977	29.378	36.980	42.650
beta3_pH[13,2,4]	39.457	2.470	32.197	40.026	42.747
beta3_pH[14,2,4]	39.648	1.422	36.318	39.836	41.841
beta3_pH[15,2,4]	39.362	2.519	31.676	39.898	42.688
beta3_pH[16,2,4]	41.082	1.437	38.006	41.359	42.747
beta3_pH[11,1,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[12,1,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[13,1,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[14,1,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[15,1,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[16,1,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[11,2,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[12,2,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[13,2,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[14,2,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[15,2,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[16,2,5]	25.000	0.000	25.000	25.000	25.000
beta0_pelagic[1]	2.223	0.107	2.014	2.223	2.429
beta0_pelagic[2]	1.493	0.096	1.307	1.491	1.686
beta0_pelagic[3]	0.151	0.286	-0.470	0.178	0.623
beta0_pelagic[4]	0.214	0.330	-0.704	0.277	0.689
beta0_pelagic[5]	1.402	0.187	1.038	1.404	1.766
beta0_pelagic[6]	1.369	0.124	1.120	1.369	1.610
beta0_pelagic[7]	1.497	0.112	1.273	1.495	1.723
beta0_pelagic[8]	1.729	0.112	1.514	1.729	1.951
beta0_pelagic[9]	2.797	0.133	2.541	2.794	3.056
beta0_pelagic[10]	2.549	0.106	2.341	2.550	2.762
beta0_pelagic[11]	-0.221	0.222	-0.816	-0.201	0.158
beta0_pelagic[12]	1.788	0.101	1.598	1.789	1.990
beta0_pelagic[13]	0.120	0.343	-0.805	0.221	0.536
beta0_pelagic[14]	-0.489	0.214	-0.912	-0.482	-0.102
beta0_pelagic[15]	-0.252	0.113	-0.485	-0.250	-0.034
beta0_pelagic[16]	-0.526	0.406	-1.324	-0.450	0.096
beta1_pelagic[1]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[2]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[3]	0.744	0.308	0.215	0.707	1.384
beta1_pelagic[4]	0.935	0.397	0.407	0.854	2.068
beta1_pelagic[5]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[6]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[7]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[8]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[9]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[10]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[11]	1.217	0.269	0.769	1.193	2.053
beta1_pelagic[12]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[13]	1.407	0.689	0.452	1.211	2.756
beta1_pelagic[14]	1.999	0.457	1.300	1.915	3.065
beta1_pelagic[15]	0.195	0.242	0.011	0.082	0.860
beta1_pelagic[16]	1.865	0.603	0.910	1.822	3.076
beta2_pelagic[1]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[2]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[3]	6.298	6.137	0.201	4.429	21.615
beta2_pelagic[4]	6.368	6.085	0.113	4.657	21.862
beta2_pelagic[5]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[6]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[7]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[8]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[9]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[10]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[11]	1.658	1.449	0.256	1.137	5.485
beta2_pelagic[12]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[13]	1.029	1.361	0.110	0.476	5.138
beta2_pelagic[14]	0.750	0.744	0.199	0.547	2.960
beta2_pelagic[15]	2.682	1.867	0.136	2.353	7.176
beta2_pelagic[16]	0.529	0.905	0.112	0.253	3.390
beta3_pelagic[1]	30.913	6.881	19.620	30.706	42.321
beta3_pelagic[2]	31.074	7.025	19.611	31.313	42.358
beta3_pelagic[3]	27.545	2.939	22.989	27.164	33.471
beta3_pelagic[4]	25.569	2.160	21.141	25.904	30.508
beta3_pelagic[5]	29.549	6.585	18.535	29.501	40.432
beta3_pelagic[6]	29.614	6.594	18.590	29.583	40.555
beta3_pelagic[7]	29.724	6.588	18.646	29.699	40.443
beta3_pelagic[8]	29.418	6.552	18.658	29.179	40.414
beta3_pelagic[9]	29.513	6.625	18.620	29.541	40.270
beta3_pelagic[10]	29.805	6.600	18.641	30.026	40.361
beta3_pelagic[11]	29.693	1.121	27.082	29.856	31.579
beta3_pelagic[12]	30.981	6.875	19.578	30.956	42.378
beta3_pelagic[13]	36.751	3.105	29.905	36.792	42.205
beta3_pelagic[14]	33.685	1.614	30.992	33.512	37.293
beta3_pelagic[15]	34.195	6.581	20.516	34.792	42.500
beta3_pelagic[16]	30.930	3.390	24.783	30.730	38.965
beta0_yellow[1]	-0.484	0.152	-0.769	-0.486	-0.185
beta0_yellow[2]	0.569	0.157	0.276	0.565	0.895
beta0_yellow[3]	-0.164	0.195	-0.538	-0.166	0.216
beta0_yellow[4]	0.974	0.215	0.430	0.998	1.330
beta0_yellow[5]	0.388	0.338	-0.372	0.433	0.941
beta0_yellow[6]	0.808	0.155	0.508	0.805	1.119
beta0_yellow[7]	0.941	0.155	0.644	0.935	1.251
beta0_yellow[8]	0.974	0.160	0.672	0.968	1.295
beta0_yellow[9]	0.561	0.166	0.233	0.567	0.870
beta0_yellow[10]	0.674	0.136	0.397	0.678	0.939
beta0_yellow[11]	-0.060	0.219	-0.657	-0.027	0.285
beta0_yellow[12]	-1.182	0.204	-1.615	-1.168	-0.834
beta0_yellow[13]	-1.333	0.242	-1.941	-1.305	-0.936
beta0_yellow[14]	-0.270	0.187	-0.641	-0.266	0.089
beta0_yellow[15]	-1.231	0.224	-1.809	-1.204	-0.881
beta0_yellow[16]	-0.354	0.166	-0.701	-0.344	-0.050
beta1_yellow[1]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[2]	0.987	0.262	0.503	0.984	1.447
beta1_yellow[3]	0.448	0.272	0.015	0.457	0.956
beta1_yellow[4]	1.165	0.446	0.516	1.101	2.373
beta1_yellow[5]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[6]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[7]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[8]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[9]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[10]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[11]	2.047	0.506	1.385	1.952	3.646
beta1_yellow[12]	0.297	0.618	0.011	0.087	2.246
beta1_yellow[13]	2.328	0.606	1.422	2.234	3.737
beta1_yellow[14]	2.706	0.593	1.725	2.641	4.113
beta1_yellow[15]	0.784	0.372	0.080	0.754	1.684
beta1_yellow[16]	0.165	0.171	0.011	0.098	0.605
beta2_yellow[1]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[2]	-7.637	5.727	-21.774	-6.290	-0.573
beta2_yellow[3]	-6.874	5.264	-19.905	-5.617	-0.378
beta2_yellow[4]	-6.420	5.882	-20.296	-4.807	-0.171
beta2_yellow[5]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[6]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[7]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[8]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[9]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[10]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[11]	-4.338	4.895	-18.057	-2.196	-0.269
beta2_yellow[12]	-7.721	5.794	-21.254	-6.580	-0.225
beta2_yellow[13]	-1.891	3.375	-12.929	-0.686	-0.227
beta2_yellow[14]	-4.729	5.393	-20.873	-2.367	-0.543
beta2_yellow[15]	-6.230	5.807	-20.624	-4.672	-0.157
beta2_yellow[16]	-7.841	5.979	-22.532	-6.505	-0.354
beta3_yellow[1]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[2]	28.949	1.245	27.202	28.729	31.930
beta3_yellow[3]	32.185	3.708	21.750	32.619	38.451
beta3_yellow[4]	29.054	3.076	24.637	27.879	35.858
beta3_yellow[5]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[6]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[7]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[8]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[9]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[10]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[11]	30.075	0.806	28.591	29.961	31.888
beta3_yellow[12]	34.594	3.953	28.318	34.446	41.633
beta3_yellow[13]	30.274	1.065	28.295	30.202	32.477
beta3_yellow[14]	29.339	0.520	28.345	29.274	30.481
beta3_yellow[15]	31.270	2.846	28.139	30.271	38.645
beta3_yellow[16]	33.869	3.623	28.282	33.403	41.119
beta0_black[1]	0.041	0.187	-0.323	0.040	0.412
beta0_black[2]	1.900	0.169	1.568	1.899	2.232
beta0_black[3]	1.386	0.177	1.039	1.390	1.721
beta0_black[4]	2.524	0.175	2.197	2.523	2.869
beta0_black[5]	4.705	2.169	1.767	4.249	10.310
beta0_black[6]	4.742	2.071	2.322	4.219	10.224
beta0_black[7]	3.649	1.899	1.431	3.189	9.013
beta0_black[8]	1.164	0.309	0.563	1.158	1.782
beta0_black[9]	2.695	0.287	2.130	2.688	3.296
beta0_black[10]	1.375	0.173	1.031	1.376	1.710
beta0_black[11]	2.965	0.180	2.626	2.958	3.327
beta0_black[12]	4.854	0.236	4.396	4.851	5.309
beta0_black[13]	0.313	0.243	0.013	0.264	0.894
beta0_black[14]	2.834	0.203	2.442	2.833	3.239
beta0_black[15]	1.295	0.192	0.916	1.297	1.654
beta0_black[16]	3.768	0.189	3.398	3.770	4.158
beta2_black[1]	0.000	0.000	0.000	0.000	0.000
beta2_black[2]	0.000	0.000	0.000	0.000	0.000
beta2_black[3]	0.000	0.000	0.000	0.000	0.000
beta2_black[4]	0.000	0.000	0.000	0.000	0.000
beta2_black[5]	0.000	0.000	0.000	0.000	0.000
beta2_black[6]	0.000	0.000	0.000	0.000	0.000
beta2_black[7]	0.000	0.000	0.000	0.000	0.000
beta2_black[8]	0.000	0.000	0.000	0.000	0.000
beta2_black[9]	0.000	0.000	0.000	0.000	0.000
beta2_black[10]	0.000	0.000	0.000	0.000	0.000
beta2_black[11]	0.000	0.000	0.000	0.000	0.000
beta2_black[12]	0.000	0.000	0.000	0.000	0.000
beta2_black[13]	-2.116	1.608	-6.461	-1.649	-0.358
beta2_black[14]	0.000	0.000	0.000	0.000	0.000
beta2_black[15]	0.000	0.000	0.000	0.000	0.000
beta2_black[16]	0.000	0.000	0.000	0.000	0.000
beta3_black[1]	25.000	0.000	25.000	25.000	25.000
beta3_black[2]	25.000	0.000	25.000	25.000	25.000
beta3_black[3]	25.000	0.000	25.000	25.000	25.000
beta3_black[4]	25.000	0.000	25.000	25.000	25.000
beta3_black[5]	25.000	0.000	25.000	25.000	25.000
beta3_black[6]	25.000	0.000	25.000	25.000	25.000
beta3_black[7]	25.000	0.000	25.000	25.000	25.000
beta3_black[8]	25.000	0.000	25.000	25.000	25.000
beta3_black[9]	25.000	0.000	25.000	25.000	25.000
beta3_black[10]	25.000	0.000	25.000	25.000	25.000
beta3_black[11]	25.000	0.000	25.000	25.000	25.000
beta3_black[12]	25.000	0.000	25.000	25.000	25.000
beta3_black[13]	38.578	1.392	35.379	38.830	40.652
beta3_black[14]	25.000	0.000	25.000	25.000	25.000
beta3_black[15]	25.000	0.000	25.000	25.000	25.000
beta3_black[16]	25.000	0.000	25.000	25.000	25.000
beta4_black[1]	-0.341	0.243	-0.815	-0.344	0.132
beta4_black[2]	0.270	0.231	-0.175	0.267	0.726
beta4_black[3]	-1.009	0.241	-1.477	-1.007	-0.544
beta4_black[4]	0.558	0.267	0.018	0.559	1.088
beta4_black[5]	0.856	1.642	-1.349	0.547	5.011
beta4_black[6]	0.995	1.758	-0.985	0.597	5.286
beta4_black[7]	0.849	1.664	-1.124	0.480	5.010
beta4_black[8]	-0.324	0.393	-1.119	-0.309	0.415
beta4_black[9]	1.078	0.892	-0.216	0.909	3.266
beta4_black[10]	0.097	0.226	-0.350	0.094	0.554
beta4_black[11]	-0.595	0.244	-1.070	-0.592	-0.093
beta4_black[12]	0.656	0.383	-0.095	0.654	1.419
beta4_black[13]	-1.229	0.260	-1.735	-1.227	-0.710
beta4_black[14]	0.106	0.292	-0.468	0.115	0.670
beta4_black[15]	-1.008	0.251	-1.487	-1.008	-0.512
beta4_black[16]	-0.445	0.259	-0.949	-0.448	0.076
beta0_dsr[11]	-0.599	0.155	-0.934	-0.592	-0.317
beta0_dsr[12]	1.449	0.177	1.100	1.447	1.792
beta0_dsr[13]	0.052	0.160	-0.266	0.047	0.364
beta0_dsr[14]	-0.161	0.166	-0.487	-0.160	0.151
beta0_dsr[15]	0.001	0.149	-0.284	-0.001	0.306
beta0_dsr[16]	-0.109	0.164	-0.443	-0.104	0.203
beta1_dsr[11]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[12]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[13]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[14]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[15]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[16]	0.000	0.000	0.000	0.000	0.000
beta4_dsr[11]	1.058	0.214	0.656	1.053	1.497
beta4_dsr[12]	0.711	0.320	0.098	0.707	1.344
beta4_dsr[13]	0.186	0.212	-0.232	0.186	0.590
beta4_dsr[14]	-0.062	0.240	-0.529	-0.065	0.428
beta4_dsr[15]	0.755	0.212	0.328	0.756	1.163
beta4_dsr[16]	0.483	0.232	0.034	0.481	0.958
beta0_slope[11]	-1.919	0.203	-2.304	-1.919	-1.517
beta0_slope[12]	-5.460	0.347	-6.148	-5.450	-4.808
beta0_slope[13]	-1.305	0.218	-1.733	-1.310	-0.873
beta0_slope[14]	-2.569	0.223	-3.002	-2.569	-2.124
beta0_slope[15]	-1.261	0.206	-1.657	-1.261	-0.860
beta0_slope[16]	-2.334	0.203	-2.732	-2.333	-1.945
beta1_slope[11]	0.000	0.000	0.000	0.000	0.000
beta1_slope[12]	0.000	0.000	0.000	0.000	0.000
beta1_slope[13]	0.000	0.000	0.000	0.000	0.000
beta1_slope[14]	0.000	0.000	0.000	0.000	0.000
beta1_slope[15]	0.000	0.000	0.000	0.000	0.000
beta1_slope[16]	0.000	0.000	0.000	0.000	0.000
beta4_slope[11]	-0.790	0.270	-1.325	-0.790	-0.283
beta4_slope[12]	-3.902	0.924	-5.752	-3.868	-2.141
beta4_slope[13]	-0.004	0.283	-0.572	-0.003	0.552
beta4_slope[14]	-0.391	0.330	-1.024	-0.387	0.212
beta4_slope[15]	-0.924	0.271	-1.448	-0.924	-0.389
beta4_slope[16]	-0.665	0.290	-1.225	-0.659	-0.093
beta5_slope[11]	2.635	0.315	1.999	2.635	3.257
beta5_slope[12]	1.602	0.527	0.598	1.603	2.656
beta5_slope[13]	1.352	0.315	0.722	1.354	1.984
beta5_slope[14]	3.484	0.466	2.597	3.477	4.436
beta5_slope[15]	1.688	0.311	1.077	1.688	2.279
beta5_slope[16]	2.842	0.394	2.104	2.834	3.626
tau_comp[1]	3.999	0.297	3.451	3.987	4.601
tau_comp[2]	2.553	0.213	2.162	2.543	2.999
tau_comp[3]	1.361	0.100	1.176	1.358	1.554
tau_comp[4]	2.437	0.303	1.897	2.420	3.091
tau_comp[5]	1.504	0.208	1.132	1.494	1.937
sigma_H[1]	0.192	0.052	0.095	0.190	0.299
sigma_H[2]	0.173	0.030	0.120	0.171	0.237
sigma_H[3]	0.199	0.043	0.123	0.196	0.292
sigma_H[4]	0.396	0.081	0.263	0.389	0.581
sigma_H[5]	1.036	0.219	0.636	1.025	1.501
sigma_H[6]	0.263	0.184	0.009	0.235	0.681
sigma_H[7]	0.277	0.049	0.199	0.271	0.387
sigma_H[8]	0.435	0.095	0.306	0.421	0.634
sigma_H[9]	0.392	0.073	0.280	0.382	0.562
sigma_H[10]	0.221	0.045	0.145	0.216	0.323
sigma_H[11]	0.265	0.046	0.189	0.261	0.366
sigma_H[12]	0.402	0.158	0.204	0.357	0.756
sigma_H[13]	0.204	0.036	0.140	0.201	0.286
sigma_H[14]	0.462	0.093	0.309	0.453	0.672
sigma_H[15]	0.243	0.040	0.174	0.238	0.333
sigma_H[16]	0.219	0.043	0.146	0.214	0.317
lambda_H[1]	2.804	4.628	0.081	1.237	14.391
lambda_H[2]	8.114	7.422	0.767	5.986	28.382
lambda_H[3]	4.686	6.463	0.236	2.474	21.514
lambda_H[4]	0.008	0.007	0.001	0.006	0.024
lambda_H[5]	2.861	6.348	0.015	0.584	22.358
lambda_H[6]	8.800	14.393	0.020	3.358	51.902
lambda_H[7]	0.015	0.010	0.003	0.012	0.041
lambda_H[8]	8.038	9.801	0.035	4.683	33.960
lambda_H[9]	0.020	0.014	0.003	0.017	0.056
lambda_H[10]	0.324	0.728	0.028	0.185	1.373
lambda_H[11]	0.218	0.351	0.010	0.094	1.124
lambda_H[12]	4.683	5.793	0.210	2.773	20.000
lambda_H[13]	3.447	3.138	0.274	2.535	12.015
lambda_H[14]	3.298	3.985	0.237	2.178	13.155
lambda_H[15]	0.022	0.068	0.003	0.015	0.075
lambda_H[16]	0.736	1.233	0.030	0.312	4.224
mu_lambda_H[1]	4.165	1.857	1.117	3.998	8.300
mu_lambda_H[2]	3.901	1.941	0.714	3.735	8.037
mu_lambda_H[3]	3.531	1.887	0.790	3.229	7.737
sigma_lambda_H[1]	8.260	4.308	1.872	7.537	18.280
sigma_lambda_H[2]	8.382	4.571	1.208	7.780	18.250
sigma_lambda_H[3]	6.443	4.127	1.102	5.389	16.574
beta_H[1,1]	6.670	1.268	3.546	6.917	8.473
beta_H[2,1]	9.857	0.492	8.803	9.891	10.718
beta_H[3,1]	7.929	0.788	6.154	8.006	9.283
beta_H[4,1]	13.227	7.733	-1.140	12.662	28.921
beta_H[5,1]	-0.176	2.928	-6.488	0.041	4.665
beta_H[6,1]	4.627	2.768	-3.405	5.308	7.771
beta_H[7,1]	2.719	5.300	-8.279	3.003	12.318
beta_H[8,1]	1.845	6.214	-2.264	1.204	4.508
beta_H[9,1]	13.919	5.545	3.775	13.594	25.970
beta_H[10,1]	7.109	1.736	3.509	7.186	10.437
beta_H[11,1]	4.650	3.599	-2.921	5.212	9.856
beta_H[12,1]	2.491	0.995	0.724	2.455	4.623
beta_H[13,1]	9.030	0.859	7.255	9.093	10.440
beta_H[14,1]	2.116	1.067	0.137	2.151	4.026
beta_H[15,1]	-6.804	3.600	-13.342	-7.000	0.837
beta_H[16,1]	4.103	3.115	-0.783	3.617	11.898
beta_H[1,2]	7.915	0.253	7.402	7.924	8.407
beta_H[2,2]	10.033	0.131	9.779	10.034	10.285
beta_H[3,2]	8.924	0.202	8.529	8.921	9.334
beta_H[4,2]	2.039	1.507	-1.094	2.052	4.973
beta_H[5,2]	1.851	1.083	-0.272	1.848	3.939
beta_H[6,2]	6.251	0.875	4.281	6.318	7.729
beta_H[7,2]	1.889	0.990	0.099	1.857	3.914
beta_H[8,2]	2.857	1.564	0.764	3.114	4.198
beta_H[9,2]	2.659	1.024	0.716	2.670	4.659
beta_H[10,2]	8.170	0.357	7.434	8.182	8.818
beta_H[11,2]	9.867	0.664	8.841	9.774	11.330
beta_H[12,2]	3.924	0.356	3.251	3.916	4.662
beta_H[13,2]	9.143	0.238	8.706	9.138	9.632
beta_H[14,2]	4.063	0.350	3.414	4.057	4.750
beta_H[15,2]	11.513	0.656	10.103	11.550	12.713
beta_H[16,2]	4.687	0.825	3.128	4.663	6.356
beta_H[1,3]	8.567	0.259	8.093	8.554	9.081
beta_H[2,3]	10.103	0.116	9.878	10.101	10.339
beta_H[3,3]	9.624	0.170	9.306	9.620	9.969
beta_H[4,3]	-0.547	1.229	-2.793	-0.634	2.139
beta_H[5,3]	4.096	0.712	2.710	4.080	5.566
beta_H[6,3]	7.611	0.841	6.444	7.463	9.877
beta_H[7,3]	-1.981	0.651	-3.247	-1.966	-0.743
beta_H[8,3]	5.296	0.771	4.610	5.165	6.909
beta_H[9,3]	-1.664	0.712	-3.079	-1.644	-0.314
beta_H[10,3]	8.795	0.282	8.269	8.789	9.350
beta_H[11,3]	8.456	0.300	7.840	8.481	8.978
beta_H[12,3]	5.350	0.309	4.653	5.381	5.861
beta_H[13,3]	8.942	0.178	8.582	8.939	9.283
beta_H[14,3]	5.864	0.279	5.254	5.876	6.359
beta_H[15,3]	10.288	0.310	9.683	10.281	10.902
beta_H[16,3]	6.128	0.815	4.395	6.215	7.485
beta_H[1,4]	8.284	0.183	7.904	8.292	8.624
beta_H[2,4]	10.171	0.119	9.917	10.175	10.387
beta_H[3,4]	10.131	0.165	9.775	10.141	10.434
beta_H[4,4]	11.582	0.457	10.705	11.593	12.481
beta_H[5,4]	5.722	0.889	4.327	5.598	7.767
beta_H[6,4]	7.651	0.683	5.775	7.794	8.574
beta_H[7,4]	8.389	0.318	7.772	8.385	9.004
beta_H[8,4]	6.703	0.324	5.988	6.739	7.119
beta_H[9,4]	7.150	0.374	6.435	7.147	7.903
beta_H[10,4]	7.834	0.255	7.368	7.826	8.371
beta_H[11,4]	9.498	0.194	9.115	9.496	9.883
beta_H[12,4]	7.224	0.192	6.835	7.223	7.604
beta_H[13,4]	9.080	0.142	8.802	9.081	9.355
beta_H[14,4]	7.915	0.214	7.498	7.911	8.344
beta_H[15,4]	9.481	0.230	9.019	9.486	9.928
beta_H[16,4]	9.488	0.279	9.005	9.468	10.071
beta_H[1,5]	9.084	0.148	8.786	9.086	9.382
beta_H[2,5]	10.833	0.093	10.657	10.832	11.027
beta_H[3,5]	10.939	0.171	10.636	10.932	11.294
beta_H[4,5]	8.544	0.436	7.673	8.542	9.398
beta_H[5,5]	5.065	0.756	3.149	5.201	6.204
beta_H[6,5]	8.689	0.441	8.021	8.633	9.731
beta_H[7,5]	6.665	0.311	6.069	6.662	7.292
beta_H[8,5]	8.317	0.280	7.959	8.281	8.863
beta_H[9,5]	8.391	0.367	7.629	8.389	9.096
beta_H[10,5]	10.161	0.256	9.661	10.164	10.648
beta_H[11,5]	11.582	0.225	11.140	11.580	12.024
beta_H[12,5]	8.553	0.188	8.180	8.553	8.945
beta_H[13,5]	10.089	0.130	9.835	10.085	10.348
beta_H[14,5]	9.281	0.210	8.891	9.276	9.718
beta_H[15,5]	11.266	0.241	10.775	11.266	11.738
beta_H[16,5]	9.884	0.195	9.477	9.896	10.245
beta_H[1,6]	10.214	0.229	9.870	10.183	10.780
beta_H[2,6]	11.533	0.108	11.322	11.535	11.743
beta_H[3,6]	10.719	0.167	10.371	10.726	11.018
beta_H[4,6]	12.880	0.773	11.338	12.883	14.372
beta_H[5,6]	5.869	0.747	4.634	5.808	7.502
beta_H[6,6]	8.745	0.424	7.815	8.777	9.434
beta_H[7,6]	10.464	0.525	9.422	10.469	11.475
beta_H[8,6]	9.566	0.360	8.914	9.603	10.036
beta_H[9,6]	8.169	0.624	6.974	8.165	9.473
beta_H[10,6]	9.420	0.359	8.641	9.451	10.026
beta_H[11,6]	10.679	0.379	9.870	10.697	11.340
beta_H[12,6]	9.369	0.236	8.929	9.358	9.865
beta_H[13,6]	11.089	0.154	10.809	11.080	11.397
beta_H[14,6]	9.928	0.266	9.377	9.937	10.429
beta_H[15,6]	10.650	0.426	9.820	10.646	11.518
beta_H[16,6]	10.682	0.252	10.131	10.692	11.176
beta_H[1,7]	10.312	1.214	7.067	10.607	11.931
beta_H[2,7]	12.127	0.458	11.093	12.151	12.979
beta_H[3,7]	10.281	0.725	8.614	10.373	11.468
beta_H[4,7]	1.905	3.944	-5.937	1.805	9.847
beta_H[5,7]	6.164	2.502	0.882	6.201	10.987
beta_H[6,7]	8.429	1.857	3.229	8.889	10.540
beta_H[7,7]	7.988	2.709	2.685	8.017	13.491
beta_H[8,7]	11.068	1.348	9.433	10.960	13.165
beta_H[9,7]	5.447	3.183	-1.149	5.540	11.278
beta_H[10,7]	10.232	1.614	7.456	10.095	13.824
beta_H[11,7]	11.510	1.856	8.344	11.312	15.598
beta_H[12,7]	9.890	0.899	7.923	9.962	11.387
beta_H[13,7]	11.710	0.731	10.036	11.797	12.909
beta_H[14,7]	10.627	0.869	8.833	10.648	12.313
beta_H[15,7]	13.570	2.240	9.087	13.576	17.793
beta_H[16,7]	12.773	1.360	10.470	12.636	15.857
beta0_H[1]	9.161	16.761	-22.937	8.803	43.484
beta0_H[2]	10.700	6.782	-2.767	10.612	24.264
beta0_H[3]	9.895	10.683	-11.243	9.808	31.709
beta0_H[4]	4.479	170.710	-355.038	3.758	355.765
beta0_H[5]	3.932	35.770	-66.545	4.343	71.380
beta0_H[6]	6.871	31.093	-56.969	7.700	63.843
beta0_H[7]	7.012	127.269	-244.042	4.182	272.990
beta0_H[8]	5.566	50.015	-22.280	6.454	31.965
beta0_H[9]	8.643	106.665	-202.556	8.730	218.925
beta0_H[10]	9.573	34.996	-61.615	9.358	84.139
beta0_H[11]	8.373	55.304	-107.678	9.112	120.822
beta0_H[12]	6.721	11.267	-14.924	6.627	29.086
beta0_H[13]	9.599	10.575	-11.963	9.814	29.869
beta0_H[14]	6.990	11.642	-14.448	6.993	29.325
beta0_H[15]	7.048	112.787	-225.567	8.469	239.298
beta0_H[16]	7.923	30.078	-53.144	7.734	72.341